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llm_integration.yml
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name: Large model integration tests
on:
workflow_dispatch:
inputs:
djl-version:
description: 'The released version of DJL'
required: false
default: ''
run_test:
description: 'Run only the tests you need [ft, ds, hf, aot, lora-correctness]'
required: false
default: ''
schedule:
- cron: '0 15 * * *'
jobs:
create-runners:
runs-on: [self-hosted, scheduler]
steps:
- name: Create new G5 instance
id: create_gpu
run: |
cd /home/ubuntu/djl_benchmark_script/scripts
token=$( curl -X POST -H "Authorization: token ${{ secrets.ACTION_RUNNER_PERSONAL_TOKEN }}" \
https://api.github.com/repos/deepjavalibrary/djl-serving/actions/runners/registration-token \
--fail \
| jq '.token' | tr -d '"' )
./start_instance.sh action_g5 $token djl-serving
- name: Create new G5 instance
id: create_gpu2
run: |
cd /home/ubuntu/djl_benchmark_script/scripts
token=$( curl -X POST -H "Authorization: token ${{ secrets.ACTION_RUNNER_PERSONAL_TOKEN }}" \
https://api.github.com/repos/deepjavalibrary/djl-serving/actions/runners/registration-token \
--fail \
| jq '.token' | tr -d '"' )
./start_instance.sh action_g5 $token djl-serving
- name: Create new G5 instance
id: create_gpu3
run: |
cd /home/ubuntu/djl_benchmark_script/scripts
token=$( curl -X POST -H "Authorization: token ${{ secrets.ACTION_RUNNER_PERSONAL_TOKEN }}" \
https://api.github.com/repos/deepjavalibrary/djl-serving/actions/runners/registration-token \
--fail \
| jq '.token' | tr -d '"' )
./start_instance.sh action_g5 $token djl-serving
outputs:
gpu_instance_id_1: ${{ steps.create_gpu.outputs.action_g5_instance_id }}
gpu_instance_id_2: ${{ steps.create_gpu2.outputs.action_g5_instance_id }}
gpu_instance_id_3: ${{ steps.create_gpu3.outputs.action_g5_instance_id }}
ds-raw-test:
if: contains(fromJson('["", "ds"]'), github.event.inputs.run_test)
runs-on: [ self-hosted, g5 ]
timeout-minutes: 60
needs: create-runners
steps:
- uses: actions/checkout@v3
- name: Clean env
run: |
yes | docker system prune -a --volumes
sudo rm -rf /home/ubuntu/actions-runner/_work/_tool/Java_Corretto_jdk/
echo "wait dpkg lock..."
while sudo fuser /var/{lib/{dpkg,apt/lists},cache/apt/archives}/lock >/dev/null 2>&1; do sleep 5; done
- name: Set up Python3
uses: actions/setup-python@v4
with:
python-version: '3.10.x'
- name: Install pip dependencies
run: pip3 install requests numpy
- name: Build container name
run: ./serving/docker/scripts/docker_name_builder.sh deepspeed ${{ github.event.inputs.djl-version }}
- name: Download models and dockers
working-directory: tests/integration
run: |
docker pull deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG
- name: Test bloom-7b
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py deepspeed_raw bloom-7b1
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/test/
python3 llm/client.py deepspeed_raw bloom-7b1
docker rm -f $(docker ps -aq)
- name: Test GPTJ-6B
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py deepspeed_raw gpt-j-6b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/test/
python3 llm/client.py deepspeed_raw gpt-j-6b
docker rm -f $(docker ps -aq)
- name: On fail step
if: ${{ failure() }}
working-directory: tests/integration
run: |
docker rm -f $(docker ps -aq) || true
cat logs/serving.log
- name: Upload test logs
uses: actions/upload-artifact@v3
with:
name: ds-raw-logs
path: tests/integration/logs/
hf-handler-test:
if: contains(fromJson('["", "hf"]'), github.event.inputs.run_test)
runs-on: [ self-hosted, g5 ]
timeout-minutes: 60
needs: create-runners
strategy:
matrix:
arch: [ deepspeed, fastertransformer ]
steps:
- uses: actions/checkout@v3
- name: Clean env
run: |
yes | docker system prune -a --volumes
sudo rm -rf /home/ubuntu/actions-runner/_work/_tool/Java_Corretto_jdk/
echo "wait dpkg lock..."
while sudo fuser /var/{lib/{dpkg,apt/lists},cache/apt/archives}/lock >/dev/null 2>&1; do sleep 5; done
- name: Set up Python3
uses: actions/setup-python@v4
with:
python-version: '3.10.x'
- name: Install pip dependencies
run: pip3 install requests numpy huggingface_hub
- name: Build container name
run: ./serving/docker/scripts/docker_name_builder.sh ${{ matrix.arch }} ${{ github.event.inputs.djl-version }}
- name: Download models and dockers
working-directory: tests/integration
run: |
docker pull deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG
- name: Test gpt-neo
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py huggingface gpt-neo-2.7b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/test/
python3 llm/client.py huggingface gpt-neo-2.7b
docker rm -f $(docker ps -aq)
- name: Test bloom-7b
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py huggingface bloom-7b1
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py huggingface bloom-7b1
docker rm -f $(docker ps -aq)
- name: Test LLAMA-7b
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py huggingface open-llama-7b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py huggingface open-llama-7b
docker rm -f $(docker ps -aq)
- name: Test GPTJ-6B
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py huggingface gpt-j-6b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py huggingface gpt-j-6b
docker rm -f $(docker ps -aq)
- name: Test gpt4all-lora
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py huggingface gpt4all-lora
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py huggingface gpt4all-lora
docker rm -f $(docker ps -aq)
- name: Test batch unmerged lora - llama7b
working-directory: tests/integration
run: |
rm -rf models
echo -en "ENABLE_ADAPTERS_PREVIEW=true" > docker_env
python3 llm/prepare.py huggingface llama-7b-unmerged-lora
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py huggingface llama-7b-unmerged-lora
docker rm -f $(docker ps -aq)
- name: Test streaming bigscience/bloom-3b
working-directory: tests/integration
run: |
rm -rf models
echo -en "CUDA_VISIBLE_DEVICES=1,2" > docker_env
python3 llm/prepare.py huggingface bigscience/bloom-3b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py huggingface bigscience/bloom-3b
rm -rf docker_env
docker rm -f $(docker ps -aq)
- name: Test streaming t5-large
working-directory: tests/integration
run: |
rm -rf models
echo -en "CUDA_VISIBLE_DEVICES=1" > docker_env
python3 llm/prepare.py huggingface t5-large
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py huggingface t5-large
rm -rf docker_env
docker rm -f $(docker ps -aq)
- name: On fail step
if: ${{ failure() }}
working-directory: tests/integration
run: |
docker rm -f $(docker ps -aq) || true
cat logs/serving.log
- name: Upload test logs
uses: actions/upload-artifact@v3
with:
name: hf-handler-${{ matrix.arch }}-logs
path: tests/integration/logs/
hf-lora-correctness-test:
if: contains(fromJson('["", "lora-correctness"]'), github.event.inputs.run_test)
runs-on: [ self-hosted, g5 ]
timeout-minutes: 60
needs: create-runners
steps:
- uses: actions/checkout@v3
- name: Clean env
run: |
yes | docker system prune -a --volumes
sudo rm -rf /home/ubuntu/actions-runner/_work/_tool/Java_Corretto_jdk/
echo "wait dpkg lock..."
while sudo fuser /var/{lib/{dpkg,apt/lists},cache/apt/archives}/lock >/dev/null 2>&1; do sleep 5; done
- name: Set up Python3
uses: actions/setup-python@v4
with:
python-version: '3.10.x'
- name: Install pip dependencies
run: pip3 install requests numpy
- name: Build container name
run: ./serving/docker/scripts/docker_name_builder.sh deepspeed ${{ github.event.inputs.djl-version }}
- name: Download models and dockers
working-directory: tests/integration
run: |
docker pull deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG
- name: Test unmerged lora llama-7b correctness
working-directory: tests/integration
run: |
rm -rf models
echo -en "ENABLE_ADAPTERS_PREVIEW=true" > docker_env
python3 llm/prepare.py unmerged_lora llama-7b-unmerged-lora
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py unmerged_lora llama-7b-unmerged-lora
docker rm -f $(docker ps -aq)
- name: On fail step
if: ${{ failure() }}
working-directory: tests/integration
run: |
docker rm -f $(docker ps -aq) || true
cat logs/serving.log
- name: Upload test logs
uses: actions/upload-artifact@v3
with:
name: hf-lora-correctness-${{ matrix.arch }}-logs
path: tests/integration/logs/
ds-handler-test:
if: contains(fromJson('["", "ds"]'), github.event.inputs.run_test)
runs-on: [ self-hosted, g5 ]
timeout-minutes: 60
needs: create-runners
steps:
- uses: actions/checkout@v3
- name: Clean env
run: |
yes | docker system prune -a --volumes
sudo rm -rf /home/ubuntu/actions-runner/_work/_tool/Java_Corretto_jdk/
echo "wait dpkg lock..."
while sudo fuser /var/{lib/{dpkg,apt/lists},cache/apt/archives}/lock >/dev/null 2>&1; do sleep 5; done
- name: Set up Python3
uses: actions/setup-python@v4
with:
python-version: '3.10.x'
- name: Install pip dependencies
run: pip3 install requests pillow numpy
- name: Build container name
run: ./serving/docker/scripts/docker_name_builder.sh deepspeed ${{ github.event.inputs.djl-version }}
- name: Download models and dockers
working-directory: tests/integration
run: |
docker pull deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG
- name: Test stable-diffusion-2-1-base
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py stable-diffusion stable-diffusion-2-1-base
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py stable-diffusion stable-diffusion-2-1-base
docker rm -f $(docker ps -aq)
- name: Test stable-diffusion-v1-5
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py stable-diffusion stable-diffusion-v1-5
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py stable-diffusion stable-diffusion-v1-5
docker rm -f $(docker ps -aq)
- name: Test stable-diffusion-2-depth
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py stable-diffusion stable-diffusion-2-depth
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py stable-diffusion stable-diffusion-2-depth
docker rm -f $(docker ps -aq)
- name: Test bloom-7b
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py deepspeed bloom-7b1
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py deepspeed bloom-7b1
docker rm -f $(docker ps -aq)
- name: Test LLAMA-7B
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py deepspeed open-llama-7b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py deepspeed open-llama-7b
docker rm -f $(docker ps -aq)
- name: Test GPTJ-6B
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py deepspeed gpt-j-6b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py deepspeed gpt-j-6b
docker rm -f $(docker ps -aq)
- name: Test OPT-13B
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py deepspeed opt-13b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py deepspeed opt-13b
docker rm -f $(docker ps -aq)
- name: Test gpt4all-lora
working-directory: tests/integration
run: |
rm -rf models
echo -en "ENABLE_ADAPTERS_PREVIEW=true" > docker_env
python3 llm/prepare.py deepspeed gpt4all-lora
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py deepspeed gpt4all-lora
docker rm -f $(docker ps -aq)
- name: Test streaming gpt-neo-1.3b
working-directory: tests/integration
run: |
rm -rf models
echo -en "CUDA_VISIBLE_DEVICES=1,3" > docker_env
python3 llm/prepare.py deepspeed gpt-neo-1.3b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py deepspeed gpt-neo-1.3b
rm -rf docker_env
docker rm -f $(docker ps -aq)
- name: On fail step
if: ${{ failure() }}
working-directory: tests/integration
run: |
docker rm -f $(docker ps -aq) || true
cat logs/serving.log
- name: Upload test logs
uses: actions/upload-artifact@v3
with:
name: ds-handler-logs
path: tests/integration/logs/
ft-raw-test:
if: contains(fromJson('["", "ft"]'), github.event.inputs.run_test)
runs-on: [ self-hosted, g5 ]
timeout-minutes: 60
needs: create-runners
steps:
- uses: actions/checkout@v3
- name: Clean env
run: |
yes | docker system prune -a --volumes
sudo rm -rf /home/ubuntu/actions-runner/_work/_tool/Java_Corretto_jdk/
echo "wait dpkg lock..."
while sudo fuser /var/{lib/{dpkg,apt/lists},cache/apt/archives}/lock >/dev/null 2>&1; do sleep 5; done
- name: Set up Python3
uses: actions/setup-python@v4
with:
python-version: '3.10.x'
- name: Install pip dependencies
run: pip3 install requests numpy
- name: Build container name
run: ./serving/docker/scripts/docker_name_builder.sh fastertransformer ${{ github.event.inputs.djl-version }}
- name: Download models and dockers
working-directory: tests/integration
run: |
docker pull deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG
- name: Test t5-small
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py fastertransformer_raw t5-small
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/test/
python3 llm/client.py fastertransformer_raw t5-small
docker rm -f $(docker ps -aq)
- name: Test gpt2-xl
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py fastertransformer_raw gpt2-xl
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/test/
python3 llm/client.py fastertransformer_raw gpt2-xl
docker rm -f $(docker ps -aq)
- name: Test facebook/opt-6.7b
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py fastertransformer_raw facebook/opt-6.7b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/test/
python3 llm/client.py fastertransformer_raw facebook/opt-6.7b
docker rm -f $(docker ps -aq)
- name: Test bigscience/bloom-3b
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py fastertransformer_raw bigscience/bloom-3b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/test/
python3 llm/client.py fastertransformer_raw bigscience/bloom-3b
docker rm -f $(docker ps -aq)
- name: Test nomic-ai/gpt4all-j
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py fastertransformer_raw nomic-ai/gpt4all-j
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/test/
python3 llm/client.py fastertransformer_raw nomic-ai/gpt4all-j
docker rm -f $(docker ps -aq)
- name: On fail step
if: ${{ failure() }}
working-directory: tests/integration
run: |
docker rm -f $(docker ps -aq) || true
cat logs/serving.log
- name: Upload test logs
uses: actions/upload-artifact@v3
with:
name: ft-raw-logs
path: tests/integration/logs/
ft-handler-test:
if: contains(fromJson('["", "ft"]'), github.event.inputs.run_test)
runs-on: [ self-hosted, g5 ]
timeout-minutes: 60
needs: create-runners
steps:
- uses: actions/checkout@v3
- name: Clean env
run: |
yes | docker system prune -a --volumes
sudo rm -rf /home/ubuntu/actions-runner/_work/_tool/Java_Corretto_jdk/
echo "wait dpkg lock..."
while sudo fuser /var/{lib/{dpkg,apt/lists},cache/apt/archives}/lock >/dev/null 2>&1; do sleep 5; done
- name: Set up Python3
uses: actions/setup-python@v4
with:
python-version: '3.10.x'
- name: Install pip dependencies
run: pip3 install requests numpy
- name: Build container name
run: ./serving/docker/scripts/docker_name_builder.sh fastertransformer ${{ github.event.inputs.djl-version }}
- name: Download models and dockers
working-directory: tests/integration
run: |
docker pull deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG
- name: Test flan-t5-xxl
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py fastertransformer flan-t5-xxl
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py fastertransformer flan-t5-xxl
docker rm -f $(docker ps -aq)
- name: Test bigscience/bloom-3b
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py fastertransformer bigscience/bloom-3b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py fastertransformer bigscience/bloom-3b
docker rm -f $(docker ps -aq)
- name: Test EleutherAI/pythia-2.8b
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py fastertransformer EleutherAI/pythia-2.8b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/test/
python3 llm/client.py fastertransformer EleutherAI/pythia-2.8b
docker rm -f $(docker ps -aq)
- name: Test llama2-7b
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py fastertransformer llama2-7b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/test/
python3 llm/client.py fastertransformer llama2-7b
docker rm -f $(docker ps -aq)
- name: Test t5-base-lora
working-directory: tests/integration
run: |
rm -rf models
echo -en "ENABLE_ADAPTERS_PREVIEW=true" > docker_env
python3 llm/prepare.py fastertransformer t5-base-lora
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/test/
python3 llm/client.py fastertransformer t5-base-lora
docker rm -f $(docker ps -aq)
- name: On fail step
if: ${{ failure() }}
working-directory: tests/integration
run: |
docker rm -f $(docker ps -aq) || true
cat logs/serving.log
- name: Upload test logs
uses: actions/upload-artifact@v3
with:
name: ft-handler-logs
path: tests/integration/logs/
ft-aot-raw-test:
if: contains(fromJson('["", "aot"]'), github.event.inputs.run_test)
runs-on: [ self-hosted, g5 ]
timeout-minutes: 60
needs: create-runners
steps:
- uses: actions/checkout@v3
- name: Clean env
run: |
yes | docker system prune -a --volumes
sudo rm -rf /home/ubuntu/actions-runner/_work/_tool/Java_Corretto_jdk/
echo "wait dpkg lock..."
while sudo fuser /var/{lib/{dpkg,apt/lists},cache/apt/archives}/lock >/dev/null 2>&1; do sleep 5; done
- name: Set up Python3
uses: actions/setup-python@v4
with:
python-version: '3.10.x'
- name: Install pip dependencies
run: pip3 install requests numpy
- name: Install s5cmd
working-directory: serving/docker
run: sudo scripts/install_s5cmd.sh x64
- name: Build container name
run: ./serving/docker/scripts/docker_name_builder.sh fastertransformer ${{ github.event.inputs.djl-version }}
- name: Download models and dockers
working-directory: tests/integration
run: |
docker pull deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG
- name: Test t5-small-partition
working-directory: tests/integration
run: |
sudo rm -rf models
python3 llm/prepare.py fastertransformer_raw_aot t5-small
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
train
# checking if checkpoint files are generated.
sudo /opt/djl/bin/s5cmd --retry-count 1 sync s3://djl-llm/t5-small-tp4/ft-aot/* $PWD/models/partition-test
if grep -q t5-small-fp32-4-1 $PWD/models/partition-test/*-gpu/verify ; then echo "checkpoint files generated"; else exit 1; fi
- name: Test t5-small-inference
working-directory: tests/integration
run: |
sudo cp $PWD/models/test/model.py $PWD/models/partition-test
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/partition-test/
python3 llm/client.py fastertransformer_raw t5-small
docker rm -f $(docker ps -aq)
- name: Remove models dir
working-directory: tests/integration
run: |
sudo rm -rf models
- name: On fail step
if: ${{ failure() }}
working-directory: tests/integration
run: |
sudo rm -rf models
docker rm -f $(docker ps -aq) || true
cat logs/serving.log
- name: Upload test logs
uses: actions/upload-artifact@v3
with:
name: ft-raw-logs
path: tests/integration/logs/
ft-aot-handler-test:
if: contains(fromJson('["", "aot"]'), github.event.inputs.run_test)
runs-on: [ self-hosted, g5 ]
timeout-minutes: 60
needs: create-runners
steps:
- uses: actions/checkout@v3
- name: Clean env
run: |
yes | docker system prune -a --volumes
sudo rm -rf /home/ubuntu/actions-runner/_work/_tool/Java_Corretto_jdk/
echo "wait dpkg lock..."
while sudo fuser /var/{lib/{dpkg,apt/lists},cache/apt/archives}/lock >/dev/null 2>&1; do sleep 5; done
- name: Set up Python3
uses: actions/setup-python@v4
with:
python-version: '3.10.x'
- name: Install pip dependencies
run: pip3 install requests numpy
- name: Install s5cmd
working-directory: serving/docker
run: sudo scripts/install_s5cmd.sh x64
- name: Build container name
run: ./serving/docker/scripts/docker_name_builder.sh fastertransformer ${{ github.event.inputs.djl-version }}
- name: Download models and dockers
working-directory: tests/integration
run: |
docker pull deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG
- name: Test t5-small-partition
working-directory: tests/integration
run: |
sudo rm -rf models
python3 llm/prepare.py fastertransformer_handler_aot t5-small
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
train
# checking if checkpoint files are generated.
/opt/djl/bin/s5cmd --retry-count 1 sync s3://djl-llm/t5-small-tp4/ft-aot-handler/* $PWD/models/partition-test
if grep -q t5-small-fp32-4-1 $PWD/models/partition-test/*-gpu/verify ; then echo "checkpoint files generated"; else exit 1; fi
- name: Test t5-small-inference
working-directory: tests/integration
run: |
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/partition-test/
python3 llm/client.py fastertransformer_raw t5-small
docker rm -f $(docker ps -aq)
- name: Test gpt2-xl-partition
working-directory: tests/integration
run: |
sudo rm -rf models
python3 llm/prepare.py fastertransformer_handler_aot gpt2-xl
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
partition
sudo mv $PWD/models/test/partition-test $PWD/models/
if grep -q gpt2-xl-fp32-1-1 $PWD/models/partition-test/*-gpu/verify ; then echo "checkpoint files generated"; else exit 1; fi
- name: Test gpt2-xl-inference
working-directory: tests/integration
run: |
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/partition-test/
python3 llm/client.py fastertransformer_raw gpt2-xl
docker rm -f $(docker ps -aq)
- name: Test facebook/opt-6.7b-partition
working-directory: tests/integration
run: |
sudo rm -rf models
python3 llm/prepare.py fastertransformer_handler_aot facebook/opt-6.7b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
partition
sudo mv $PWD/models/test/partition-test $PWD/models/
if grep -q /tmp/download.*-fp16-4-1 $PWD/models/partition-test/*-gpu/verify ; then echo "checkpoint files generated"; else exit 1; fi
- name: Test facebook/opt-6.7b-inference
working-directory: tests/integration
run: |
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/partition-test/
python3 llm/client.py fastertransformer_raw facebook/opt-6.7b
docker rm -f $(docker ps -aq)
- name: Test bigscience/bloom-3b-partition
working-directory: tests/integration
run: |
sudo rm -rf models
python3 llm/prepare.py fastertransformer_handler_aot bigscience/bloom-3b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
partition
sudo mv $PWD/models/test/partition-test $PWD/models/
if grep -q /tmp/download.*-fp16-2-1 $PWD/models/partition-test/*-gpu/verify ; then echo "checkpoint files generated"; else exit 1; fi
- name: Test bigscience/bloom-3b-inference
working-directory: tests/integration
run: |
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/partition-test/
python3 llm/client.py fastertransformer_raw bigscience/bloom-3b
docker rm -f $(docker ps -aq)
- name: Remove models dir
working-directory: tests/integration
run: |
sudo rm -rf models
- name: On fail step
if: ${{ failure() }}
working-directory: tests/integration
run: |
sudo rm -rf models
docker rm -f $(docker ps -aq) || true
cat logs/serving.log
- name: Upload test logs
uses: actions/upload-artifact@v3
with:
name: ft-raw-logs
path: tests/integration/logs/
ds-aot-raw-test:
if: contains(fromJson('["", "aot"]'), github.event.inputs.run_test)
runs-on: [ self-hosted, g5 ]
timeout-minutes: 60
needs: create-runners
steps:
- uses: actions/checkout@v3
- name: Clean env
run: |
yes | docker system prune -a --volumes
sudo rm -rf /home/ubuntu/actions-runner/_work/_tool/Java_Corretto_jdk/
echo "wait dpkg lock..."
while sudo fuser /var/{lib/{dpkg,apt/lists},cache/apt/archives}/lock >/dev/null 2>&1; do sleep 5; done
- name: Set up Python3
uses: actions/setup-python@v4
with:
python-version: '3.10.x'
- name: Install pip dependencies
run: pip3 install requests numpy
- name: Install s5cmd
working-directory: serving/docker
run: sudo scripts/install_s5cmd.sh x64
- name: Build container name
run: ./serving/docker/scripts/docker_name_builder.sh deepspeed ${{ github.event.inputs.djl-version }}
- name: Download models and dockers
working-directory: serving/docker
run: |
docker pull deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG
- name: Test gpt-neo-2.7b partition
working-directory: tests/integration
run: |
sudo rm -rf models
python3 llm/prepare.py deepspeed_aot gpt-neo-2.7b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
partition --model-dir /opt/ml/input/data/training | tee partition_output.log
# checking if pt files are generated.
sudo mv $PWD/models/test/partition-test $PWD/models/
if ls $PWD/models/partition-test/*.pt &>/dev/null ; then echo "checkpoint files generated"; else exit 1; fi
- name: Test gpt-neo-2.7b inference
working-directory: tests/integration
run: |
sudo cp $PWD/models/test/model.py $PWD/models/partition-test
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/partition-test/
curl http://127.0.0.1:8080/models
python3 llm/client.py deepspeed_aot gpt-neo-2.7b
docker rm -f $(docker ps -aq)
- name: Remove models dir
working-directory: tests/integration
run: |
sudo rm -rf models
- name: On fail step
if: ${{ failure() }}
working-directory: tests/integration
run: |
sudo rm -rf models
docker rm -f $(docker ps -aq) || true
cat logs/serving.log
- name: Upload test logs
uses: actions/upload-artifact@v3
with:
name: ds-aot-${{ matrix.arch }}-logs
path: tests/integration/logs/
ds-handler-aot-test:
if: contains(fromJson('["", "aot"]'), github.event.inputs.run_test)
runs-on: [ self-hosted, g5 ]
timeout-minutes: 60
needs: create-runners
steps:
- uses: actions/checkout@v3
- name: Clean env
run: |
yes | docker system prune -a --volumes
sudo rm -rf /home/ubuntu/actions-runner/_work/_tool/Java_Corretto_jdk/
echo "wait dpkg lock..."
while sudo fuser /var/{lib/{dpkg,apt/lists},cache/apt/archives}/lock >/dev/null 2>&1; do sleep 5; done
- name: Set up Python3
uses: actions/setup-python@v4
with:
python-version: '3.10.x'
- name: Install pip dependencies
run: pip3 install requests numpy
- name: Install s5cmd
working-directory: serving/docker
run: sudo scripts/install_s5cmd.sh x64
- name: Build container name
run: ./serving/docker/scripts/docker_name_builder.sh deepspeed ${{ github.event.inputs.djl-version }}
- name: Download models and dockers
working-directory: serving/docker
run: |
docker pull deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG
- name: Test opt-6.7b partition
working-directory: tests/integration
run: |
sudo rm -rf models
python3 llm/prepare.py deepspeed_handler_aot opt-6.7b
# To test the requirements.txt download.
echo "dummy_test" >> $PWD/models/test/requirements.txt
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
partition --model-dir /opt/ml/input/data/training/ | tee partition_output.log
# checking if pt files are generated.
sudo mv $PWD/models/test/partition-test $PWD/models/
if ls $PWD/models/partition-test/*.pt &>/dev/null ; then echo "checkpoint files generated"; else exit 1; fi
# checking whether requirements.txt download is successful
if grep -F "pip install requirements succeed!" partition_output.log &>/dev/null; \
then echo "requirements.txt install was successful"; else exit 1; fi
- name: Test opt-6.7b inference
working-directory: tests/integration
run: |
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/partition-test/
python3 llm/client.py deepspeed_handler_aot opt-6.7b
docker rm -f $(docker ps -aq)
sudo rm -rf models
- name: Test bloom-7b1 partition
working-directory: tests/integration
run: |
sudo rm -rf models
python3 llm/prepare.py deepspeed_handler_aot bloom-7b1
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
train | tee partition_output.log
# checking if pt files are generated.
# downloads the uploaded partitioned checkpoints from s3url.
/opt/djl/bin/s5cmd --retry-count 1 sync s3://djl-llm/bloom-7b1-tp4/ds-aot-handler/* $PWD/models/partition-test
if ls $PWD/models/partition-test/*.pt &>/dev/null ; then echo "checkpoint files generated"; else exit 1; fi
if ls $PWD/models/partition-test/ds_inference_config.json &>/dev/null ; \
then echo "ds_inference_config.json generated"; else exit 1; fi
- name: Test bloom-7b1 inference
working-directory: tests/integration
run: |
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve -m test=file:/opt/ml/model/partition-test/
python3 llm/client.py deepspeed_handler_aot bloom-7b1
docker rm -f $(docker ps -aq)
- name: Remove models dir
working-directory: tests/integration
run: |
sudo rm -rf models
- name: On fail step
if: ${{ failure() }}
working-directory: tests/integration
run: |
sudo rm -rf models
docker rm -f $(docker ps -aq) || true
name: ds-aot-handler-logs
no-code-test:
if: contains(fromJson('["", "hf"]'), github.event.inputs.run_test)
runs-on: [ self-hosted, g5 ]
timeout-minutes: 60
needs: create-runners
steps:
- uses: actions/checkout@v3
- name: Clean env
run: |
yes | docker system prune -a --volumes
sudo rm -rf /home/ubuntu/actions-runner/_work/_tool/Java_Corretto_jdk/
echo "wait dpkg lock..."
while sudo fuser /var/{lib/{dpkg,apt/lists},cache/apt/archives}/lock >/dev/null 2>&1; do sleep 5; done
- name: Set up Python3
uses: actions/setup-python@v4
with:
python-version: '3.10.x'
- name: Install pip dependencies
run: pip3 install requests numpy
- name: Build container name
run: ./serving/docker/scripts/docker_name_builder.sh deepspeed ${{ github.event.inputs.djl-version }}
- name: Download models and dockers
working-directory: serving/docker
run: |
docker pull deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG
- name: Test nomic-ai/gpt4all-j inference
working-directory: tests/integration
run: |
echo -en "HF_MODEL_ID=s3://djl-llm/gpt4all-j/" > docker_env
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG no_code deepspeed
python3 llm/client.py huggingface no-code/nomic-ai/gpt4all-j
docker rm -f $(docker ps -aq)
sudo rm -rf models
- name: Test databricks/dolly-v2-7b inference
working-directory: tests/integration
run: |
echo -en "HF_MODEL_ID=s3://djl-llm/dolly-v2-7b\nTENSOR_PARALLEL_DEGREE=2" > docker_env
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG no_code deepspeed
python3 llm/client.py huggingface no-code/databricks/dolly-v2-7b
docker rm -f $(docker ps -aq)
sudo rm -rf models
- name: Test google/flan-t5-xl inference
working-directory: tests/integration
run: |
echo -en "HF_MODEL_ID=s3://djl-llm/flan-t5-xl\nTENSOR_PARALLEL_DEGREE=2" > docker_env
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG no_code deepspeed
python3 llm/client.py huggingface no-code/google/flan-t5-xl
docker rm -f $(docker ps -aq)
sudo rm -rf models
- name: On fail step
if: ${{ failure() }}
working-directory: tests/integration
run: |
docker rm -f $(docker ps -aq) || true
sudo rm -rf models
cat logs/serving.log
- name: Upload test logs
uses: actions/upload-artifact@v3
with:
name: huggingface-logs
path: tests/integration/logs/
ds-smoothquant-handler-test:
if: contains(fromJson('["", "smoothquant"]'), github.event.inputs.run_test)
runs-on: [ self-hosted, g5 ]
timeout-minutes: 60
needs: create-runners
steps:
- uses: actions/checkout@v3
- name: Clean env
run: |
yes | docker system prune -a --volumes
sudo rm -rf /home/ubuntu/actions-runner/_work/_tool/Java_Corretto_jdk/
echo "wait dpkg lock..."
while sudo fuser /var/{lib/{dpkg,apt/lists},cache/apt/archives}/lock >/dev/null 2>&1; do sleep 5; done
- name: Set up Python3
uses: actions/setup-python@v4
with:
python-version: '3.10.x'
- name: Install pip dependencies
run: pip3 install requests pillow numpy
- name: Build container name
run: ./serving/docker/scripts/docker_name_builder.sh deepspeed ${{ github.event.inputs.djl-version }}
- name: Download models and dockers
working-directory: tests/integration
run: |
docker pull deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG
- name: Test gpt-j-6b default smoothquant
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py deepspeed_smoothquant gpt-j-6b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py deepspeed_smoothquant gpt-j-6b
docker rm -f $(docker ps -aq)
- name: Test gpt-neox-20b smoothquant custom alpha
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py deepspeed_smoothquant gpt-neox-20b
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \
serve
python3 llm/client.py deepspeed_smoothquant gpt-neox-20b
docker rm -f $(docker ps -aq)
- name: Test llama2-13b dynamic_quant only
working-directory: tests/integration
run: |
rm -rf models
python3 llm/prepare.py deepspeed_smoothquant llama2-13b-dynamic-int8
./launch_container.sh deepjavalibrary/djl-serving:$DJLSERVING_DOCKER_TAG $PWD/models deepspeed \