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.gitlab-ci.yml
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include:
- project: "dl/devops/gitlab-ci-slurm"
ref: master
file: "/.gitlab-ci.yml"
- /ci/common.yml
- /ci/template.yml
- /ci/benchmark.yml
- /ci/rules.gitlab_ci.yml
nightly_build_all:
extends: .build_nightly
variables:
REMOTE_REPO: https://github.com/NVIDIA-Merlin/Merlin.git
DST_IMAGE: ${IMAGE_ALL}
DOCKER_FILE: dockerfile.ctr
BUILD_ARGS: --build-arg HUGECTR_DEV_MODE=true
nightly_build_sok_tf2:
extends: .build_nightly
variables:
REMOTE_REPO: https://github.com/NVIDIA-Merlin/Merlin.git
DST_IMAGE: ${IMAGE_SOK_TF2}
DOCKER_FILE: dockerfile.tf
BUILD_ARGS: --build-arg HUGECTR_DEV_MODE=true
nightly_build_sok_tf1:
extends: .build_nightly_tf1
variables:
DST_IMAGE: ${IMAGE_SOK_TF1}
DOCKER_FILE: Dockerfile.sok1
BUILD_ARGS: --build-arg HUGECTR_DEV_MODE=true
nightly_build_unified_container.tf:
extends: .build_nightly
variables:
REMOTE_REPO: https://github.com/NVIDIA-Merlin/Merlin.git
DST_IMAGE: ${CI_REGISTRY}/dl/hugectr/hugectr:unified.tf.latest
DOCKER_FILE: dockerfile.tf
BUILD_ARGS: --build-arg _CI_JOB_TOKEN=${RD_CI_JOB_TOKEN} --build-arg _HUGECTR_REPO=gitlab-master.nvidia.com/dl/hugectr/hugectr.git --build-arg HUGECTR_VER=${CI_COMMIT_BRANCH}
nightly_build_unified_container.ctr:
extends: .build_nightly
variables:
REMOTE_REPO: https://github.com/NVIDIA-Merlin/Merlin.git
DST_IMAGE: ${CI_REGISTRY}/dl/hugectr/hugectr:unified.ctr.latest
DOCKER_FILE: dockerfile.ctr
BUILD_ARGS: --build-arg _CI_JOB_TOKEN=${RD_CI_JOB_TOKEN} --build-arg _HUGECTR_REPO=gitlab-master.nvidia.com/dl/hugectr/hugectr.git --build-arg HUGECTR_VER=${CI_COMMIT_BRANCH} --build-arg _HUGECTR_BACKEND_REPO=gitlab-master.nvidia.com/dl/hugectr/hugectr_inference_backend.git --build-arg HUGECTR_BACKEND_VER=hugectr_performance_test
nightly_build_optimized:
extends: .build_nightly
variables:
REMOTE_REPO: https://${RD_CI_JOB_TOKEN}gitlab-master.nvidia.com/dl/mlperf/optimized.git
DST_IMAGE: ${IMAGE_OPTIMIZED}
DOCKER_FILE: Dockerfile
BUILD_ARGS: --build-arg RELEASE=false --build-arg FROM_IMAGE_NAME=gitlab-master.nvidia.com:5005/dl/dgx/pytorch:master-py3-devel
OPTIMIZED: 1
rules:
- if: $NIGHTLY_OPTIMIZED == "1"
when: always
- when: never
### Stage: build
format_check_python:
extends: .python_format
variables:
EXCLUDE: "third_party|docs|notebooks|tutorial"
format_check_clang:
extends: .clang_format
variables:
EXCLUDE: ./third_party
STYLE: file
EXECUTABLE: clang-format10
EXTENSIONS: "h,hpp,cpp,cu,cuh"
build_train_single_node:
extends: .build_hugectr
variables:
FROM_IMAGE: ${IMAGE_ALL}
DST_IMAGE: $TRAIN_IMAGE_VERSIONED
CMAKE_OPTION: "-DCMAKE_BUILD_TYPE=Release -DKEY_HIT_RATIO=ON -DSM=\"60;61;70;75;80;90\" -DCLANGFORMAT=OFF"
BUILD_HUGECTR: 1
BUILD_HUGECTR2ONNX: 1
build_train_single_node_latest:
extends: .build_hugectr_daily
variables:
FROM_IMAGE: ${MERLIN_NIGHTLY_DEVEL}
DST_IMAGE: $TRAIN_IMAGE_VERSIONED_LATEST
CMAKE_OPTION: "-DCMAKE_BUILD_TYPE=Release -DKEY_HIT_RATIO=ON -DSM=\"60;61;70;75;80;90\" -DCLANGFORMAT=OFF"
BUILD_HUGECTR: 1
BUILD_HUGECTR2ONNX: 1
build_train_single_node_with_hdfs_minimal:
extends: .build_hugectr
variables:
FROM_IMAGE: ${IMAGE_ALL}
DST_IMAGE: $TRAIN_IMAGE_VERSIONED_WITH_HDFS_MINI
CMAKE_OPTION: "-DCMAKE_BUILD_TYPE=Release -DKEY_HIT_RATIO=ON -DSM=\"60;61;70;75;80;90\" -DCLANGFORMAT=OFF -DENABLE_HDFS=MINIMAL"
BUILD_HUGECTR: 1
BUILD_HUGECTR2ONNX: 1
build_train_single_node_with_hdfs_full:
extends: .build_hugectr_daily
variables:
FROM_IMAGE: ${IMAGE_ALL}
DST_IMAGE: $TRAIN_IMAGE_VERSIONED_WITH_HDFS
CMAKE_OPTION: "-DCMAKE_BUILD_TYPE=Release -DKEY_HIT_RATIO=ON -DSM=\"60;61;70;75;80;90\" -DCLANGFORMAT=OFF -DENABLE_HDFS=ON"
BUILD_HUGECTR: 1
BUILD_HUGECTR2ONNX: 1
build_train_single_node_with_s3:
extends: .build_hugectr
variables:
FROM_IMAGE: ${IMAGE_ALL}
DST_IMAGE: ${TRAIN_IMAGE_VERSIONED_WITH_S3}
CMAKE_OPTION: "-DCMAKE_BUILD_TYPE=Release -DKEY_HIT_RATIO=ON -DSM=\"60;61;70;75;80;90\" -DCLANGFORMAT=OFF -DENABLE_S3=ON"
BUILD_HUGECTR: 1
BUILD_HUGECTR2ONNX: 1
build_train_single_node_with_gcs:
extends: .build_hugectr
variables:
FROM_IMAGE: ${IMAGE_ALL}
DST_IMAGE: ${TRAIN_IMAGE_VERSIONED_WITH_GCS}
CMAKE_OPTION: "-DCMAKE_BUILD_TYPE=Release -DKEY_HIT_RATIO=ON -DSM=\"60;61;70;75;80;90\" -DCLANGFORMAT=OFF -DENABLE_GCS=ON"
BUILD_HUGECTR: 1
BUILD_HUGECTR2ONNX: 1
build_train_multi_node:
extends: .build_hugectr
variables:
FROM_IMAGE: ${IMAGE_ALL}
DST_IMAGE: $TRAIN_IMAGE_MULTINODE_VERSIONED
CMAKE_OPTION: "-DCMAKE_BUILD_TYPE=Release -DKEY_HIT_RATIO=ON -DENABLE_MULTINODES=ON -DSM=\"60;61;70;75;80;90\" -DCLANGFORMAT=OFF"
BUILD_HUGECTR: 1
build_train_inference:
extends: .build_hugectr
variables:
FROM_IMAGE: ${IMAGE_ALL}
DST_IMAGE: $TRAIN_INFER_IMAGE_VERSIONED
CMAKE_OPTION: "-DENABLE_INFERENCE=ON -DCMAKE_BUILD_TYPE=Release -DSM=\"60;61;70;75;80;90\" -DCLANGFORMAT=OFF"
BUILD_HUGECTR: 1
### Stage: test
build_inference:
extends: .build_hugectr
variables:
FROM_IMAGE: ${IMAGE_ALL}
DST_IMAGE: $INFER_IMAGE_VERSIONED
CMAKE_OPTION: "-DENABLE_INFERENCE=ON -DCMAKE_BUILD_TYPE=Release -DSM=\"70;75;80;90\" -DCLANGFORMAT=OFF"
BUILD_HUGECTR: 1
BUILD_HUGECTR_BACKEND: 1
TRITON_BRANCH: ${TARGET_TRITON_BRANCH}
build_sok_tf2:
extends: .build_sok
variables:
FROM_IMAGE: ${IMAGE_SOK_TF2}
DST_IMAGE: $SOK_IMAGE_VERSIONED_TF2
CMAKE_OPTION: "-DSM=\"60;61;70;75;80;90\""
BUILD_SOK: 1
build_sok_tf1:
extends: .build_sok
variables:
FROM_IMAGE: ${IMAGE_SOK_TF1}
DST_IMAGE: $SOK_IMAGE_VERSIONED_TF1
CMAKE_OPTION: "-DSM=\"60;61;70;75;80;90\""
BUILD_SOK: 1
build_hugectr_hps_trt_plugin:
extends: .build_hugectr
variables:
FROM_IMAGE: ${IMAGE_ALL}
DST_IMAGE: $HUGECTR_TRT_IMAGE_VERSIONED
CMAKE_OPTION: "-DCMAKE_BUILD_TYPE=Release -DKEY_HIT_RATIO=ON -DSM=\"60;61;70;75;80;90\" -DCLANGFORMAT=OFF"
BUILD_HUGECTR: 1
BUILD_HUGECTR2ONNX: 1
BUILD_TRT_PLUGIN: 1
TRT_CMAKE_OPTION: "-DSM=\"70;75;80;90\""
#BUILD_HPS_BACKEND: 1
#HUGECTR_BACKEND_VER: main
#TRITON_BRANCH: ${TRITON_BRANCH}
build_tf_hps_trt_plugin:
extends: .build_hugectr
variables:
FROM_IMAGE: ${IMAGE_SOK_TF2}
DST_IMAGE: $TF_TRT_IMAGE_VERSIONED
BUILD_TF_PLUGIN: 1
BUILD_TRT_PLUGIN: 1
TRT_CMAKE_OPTION: "-DSM=\"70;75;80;90\""
#BUILD_HPS_BACKEND: 1
#HUGECTR_BACKEND_VER: main
#TRITON_BRANCH: r22.11
build_pytorch_hps_trt_plugin:
extends: .build_hugectr
variables:
FROM_IMAGE: ${IMAGE_PYTORCH}
DST_IMAGE: $PYTORCH_TRT_IMAGE_VERSIONED
BUILD_TRT_PLUGIN: 1
TRT_CMAKE_OPTION: "-DSM=\"70;75;80;90\""
#BUILD_HPS_BACKEND: 1
#HUGECTR_BACKEND_VER: main
#TRITON_BRANCH: r22.11
# Check Selene busy or not
check_selene_idle:
extends: .trigger:rules:selene
stage: pre_test
tags:
- nvidia.com/cuda.driver.major=470
script:
- docker login -u ${CI_PRIVATE_USER} -p "${CI_PRIVATE_KEY}" "${CI_REGISTRY}"
- docker pull ${CONT}
- docker run -d --rm --name selene_idle_${CI_PIPELINE_ID} ${EXTRA_DOCKER_RUN_ARGS} ${CONT} sleep infinity
- docker exec selene_idle_${CI_PIPELINE_ID} bash -cx "python get_selene_runner_status.py --quota ${SELENE_QUEUE_QUOTA} --token \"${CLUSTER_TOKEN}\" "
after_script:
- docker stop selene_idle_${CI_PIPELINE_ID}
variables:
CONT: gitlab-master.nvidia.com:5005/dl/hugectr/hugectr/emma:get_selene_status
allow_failure: false
timeout: 15 minutes
check_selene_queued:
extends: .trigger:rules:dracorno
stage: pre_test
tags:
- nvidia.com/cuda.driver.major=470
script:
- docker login -u ${CI_PRIVATE_USER} -p "${CI_PRIVATE_KEY}" "${CI_REGISTRY}"
- docker pull ${CONT}
- docker run -d --rm --name selene_queued_${CI_PIPELINE_ID} ${EXTRA_DOCKER_RUN_ARGS} ${CONT} sleep infinity
- docker exec selene_queued_${CI_PIPELINE_ID} bash -cx "!(python get_selene_runner_status.py --quota ${SELENE_QUEUE_QUOTA} --token \"${CLUSTER_TOKEN}\") "
after_script:
- docker stop selene_queued_${CI_PIPELINE_ID}
variables:
CONT: gitlab-master.nvidia.com:5005/dl/hugectr/hugectr/emma:get_selene_status
allow_failure: false
timeout: 15 minutes
# Bridge jobs for trigger chold pipeline on selene or dracorno
trigger_dracorno:
extends: .trigger:rules:dracorno
needs:
- check_selene_queued
stage:
test
trigger:
include:
- local: ci/dracorno/draco-ci.yml
strategy: depend
variables:
USE_CLUSTER: "dracorno"
PARENT_SOURCE: ${CI_PIPELINE_SOURCE}
PARENT_PIPELINE_ID: ${CI_PIPELINE_ID}
SLURM_PARTITION: "batch_dgx1_m2,batch_short_dgx1_m2,batch_short_dgx2h_m2,backfill_dgx2h_m2"
DATA_PREFIX: /gpfs
RUNNER_TAG: dracorno_ssh
SBATCH_OTHER_PARAMS: "--nv-meta ml-model.hugectr --gpus-per-node=8"
## Stage: test
# unit test
utests:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/utests
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT},/lustre/fsw/devtech/hpc-hugectr/inference/:/hugectr/test/utest/
SLURM_ACCOUNT: devtech
WALLTIME: "01:30:00"
DGXNNODES: 1
TEST_CMD: ./ci/utest/utest.sub
utests_layer_1:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/utests
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT},/lustre/fsw/devtech/hpc-hugectr/inference/:/hugectr/test/utest/
SLURM_ACCOUNT: devtech
WALLTIME: "00:30:00"
DGXNNODES: 1
TEST_CMD: ./ci/utest/utest_layer_1.sub
utests_layer_2:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/utests
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT},/lustre/fsw/devtech/hpc-hugectr/inference/:/hugectr/test/utest/
SLURM_ACCOUNT: devtech
WALLTIME: "01:00:00"
DGXNNODES: 1
TEST_CMD: ./ci/utest/utest_layer_2.sub
utests_embedding:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/utests_embedding
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT},/lustre/fsw/devtech/hpc-hugectr/inference/:/hugectr/test/utest/
SLURM_ACCOUNT: devtech
WALLTIME: "00:30:00"
DGXNNODES: 1
TEST_CMD: ./ci/utest/utest_embedding.sub
utests_hybrid_e2e:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/utests_embedding
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT},/lustre/fsw/devtech/hpc-hugectr/inference/:/hugectr/test/utest/
SLURM_ACCOUNT: devtech
WALLTIME: "00:30:00"
DGXNNODES: 1
TEST_CMD: ./ci/utest/utest_hybrid_e2e.sub
utests_inference:
extends: .cluster_test_job
needs:
- build_train_inference
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/utests_inference
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_INFER_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT},/lustre/fsw/devtech/hpc-hugectr/inference/:/hugectr/test/utest/
SLURM_ACCOUNT: devtech
WALLTIME: "00:30:00"
DGXNNODES: 1
TEST_CMD: ./ci/utest/utest_inference.sub
utests_hps:
extends: .cluster_test_job
needs:
- build_train_inference
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/utests_hps
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_INFER_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT},/lustre/fsw/devtech/hpc-hugectr/inference/:/hugectr/test/utest/
SLURM_ACCOUNT: devtech
WALLTIME: "00:30:00"
DGXNNODES: 1
TEST_CMD: ./ci/utest/utest_hps.sub
criteo:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/criteo
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:15:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/criteo/criteo.sub
criteo_multi_node:
extends: .cluster_test_job_daily
needs:
- build_train_multi_node
variables:
GPFSFOLDER: $LOGDIR/criteo_multi_node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_MULTINODE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:15:00"
DGXNNODES: 2
TEST_CMD: ./ci/integration_test/criteo/criteo_multi_node.sub
dcn:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/dcn
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:40:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/dcn/dcn.sub
dcn_8gpu:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/dcn
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:40:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/dcn/dcn_8gpu.sub
dlrm_benchmark_1node:
extends: .cluster_test_job
needs:
- build_train_multi_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/dlrm_benchmark_1node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_MULTINODE_VERSIONED
MOUNTS: /raid:/raid
SLURM_ACCOUNT: devtech
WALLTIME: "00:15:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/dlrm/benchmark_1node.sub
dlrm_benchmark_14node:
extends: .cluster_test_job_daily
needs:
- build_train_multi_node
variables:
GPFSFOLDER: $LOGDIR/dlrm_benchmark_14node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_MULTINODE_VERSIONED
MOUNTS: /raid:/raid
SLURM_ACCOUNT: devtech
WALLTIME: "00:15:00"
SBATCH_OTHER_PARAMS: --network sharp
DGXNNODES: 14
TEST_CMD: ./ci/integration_test/dlrm/benchmark_14node.sub
dlrm_ib_nvlink_1node:
extends: .cluster_test_job_daily
needs:
- build_train_multi_node
variables:
GPFSFOLDER: $LOGDIR/dlrm_ib_nvlink_1node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_MULTINODE_VERSIONED
MOUNTS: /raid/datasets/criteo/mlperf/40m.limit_preshuffled:/data
SLURM_ACCOUNT: devtech
WALLTIME: "00:10:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/dlrm/ib_nvlink_1node.sub
dlrm_ib_nvlink_8node:
extends: .cluster_test_job_daily
needs:
- build_train_multi_node
variables:
GPFSFOLDER: $LOGDIR/dlrm_ib_nvlink_8node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_MULTINODE_VERSIONED
MOUNTS: /raid/datasets/criteo/mlperf/40m.limit_preshuffled:/data
SLURM_ACCOUNT: devtech
WALLTIME: "00:10:00"
SBATCH_OTHER_PARAMS: --comment=metrics
DGXNNODES: 8
TEST_CMD: ./ci/integration_test/dlrm/ib_nvlink_8node.sub
dlrm_dcnv2_benchmark_1node:
extends: .cluster_test_job
needs:
- build_train_multi_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/dlrm_dcnv2_benchmark_1node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_MULTINODE_VERSIONED
MOUNTS: /lustre/fsw/mlperf/mlperft-dlrm/datasets/criteo_multihot_raw:/data,/lustre/fsw/mlperf/mlperft-dlrm/datasets/criteo_multihot_raw:/data_val
SLURM_ACCOUNT: devtech
WALLTIME: "00:30:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/dlrm/train_dcnv2_1node.sub
wdl:
extends: .cluster_test_job # test on selene needs to extend .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/wdl # log dir, usually $LOGDIR + job name
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE} # should not change
CONT: $TRAIN_IMAGE_VERSIONED # image name
MOUNTS: ${DATASET}:${DATASET_MOUNT} # mount
SLURM_ACCOUNT: devtech # account, do not need change
WALLTIME: "00:15:00" # estimate job time. Less time, higher priority
DGXNNODES: 1 # node num
TEST_CMD: ./ci/integration_test/wdl/wdl.sub # test script
wdl_multi_gpu:
extends: .cluster_test_job_daily # test on selene needs to extend .cluster_test_job
needs:
- build_train_single_node
variables:
GPFSFOLDER: $LOGDIR/wdl_multi_gpu # log dir, usually $LOGDIR + job name
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE} # should not change
CONT: $TRAIN_IMAGE_VERSIONED # image name
MOUNTS: ${DATASET}:${DATASET_MOUNT} # mount
SLURM_ACCOUNT: devtech # account, do not need change
WALLTIME: "00:15:00" # estimate job time. Less time, higher priority
DGXNNODES: 1 # node num
TEST_CMD: ./ci/integration_test/wdl/wdl_daily.sub
deepfm:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/deepfm
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:15:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/deepfm/deepfm.sub
deepfm_multi_gpu:
extends: .cluster_test_job_daily
needs:
- build_train_single_node
variables:
GPFSFOLDER: $LOGDIR/deepfm_multi_gpu
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:15:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/deepfm/deepfm_daily.sub
dlrm:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/dlrm
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:15:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/dlrm/dlrm.sub
dcn_multi_node:
extends: .cluster_test_job_daily
needs:
- build_train_multi_node
variables:
GPFSFOLDER: $LOGDIR/dcn_multi_node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_MULTINODE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "01:00:00"
DGXNNODES: 4 # using 4 node
TEST_CMD: ./ci/integration_test/dcn/dcn_multi_node.sub
mmoe:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/mmoe
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${MMOE_DATASET}:${MMOE_DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:15:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/mmoe/mmoe.sub
group_fc:
extends: .cluster_test_job_daily
needs:
- build_train_single_node
variables:
GPFSFOLDER: $LOGDIR/group_fc
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET_NEW_CRITEO_SELENE}:${NEW_CRITEO_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:15:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/group_fc/group_fc.sub
mlperf_generalization:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/mlperf_generalization
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET_NEW_CRITEO_SELENE}:${NEW_CRITEO_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:15:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/mlperf_generalization/overlapped_pipeline.sub
# python interface inference
inference_session:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/inference_session
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT},/lustre/fsw/devtech/hpc-hugectr/inference/:/hugectr/test/utest/
SLURM_ACCOUNT: devtech
WALLTIME: "00:30:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/inference/inference_session.sub
inference_hps:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/inference_hps
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT},/lustre/fsw/devtech/hpc-hugectr/inference/:/hugectr/test/utest/
SLURM_ACCOUNT: devtech
WALLTIME: "00:30:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/inference/inference_hps.sub
embedding_cache_perf:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/embedding_cache_perf
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
SLURM_ACCOUNT: devtech
WALLTIME: "00:30:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/inference/embedding_cache_perf_test.sub
py_low_level:
extends: .cluster_test_job_daily
needs:
- build_train_single_node
variables:
GPFSFOLDER: $LOGDIR/py_low_level
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT},/raid:/raid
SLURM_ACCOUNT: devtech
WALLTIME: "01:00:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/py_interface/py_low_level.sub
din_single_node:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/din_single_node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DIN_DATASET}:${DIN_DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:15:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/din/din.sub
bst_single_node:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/bst_single_node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${BST_DATASET}:${BST_DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:15:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/bst/bst.sub
etc_single_node:
extends: .cluster_test_job_daily
needs:
- build_train_single_node
variables:
GPFSFOLDER: $LOGDIR/etc_single_node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:45:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/etc/etc_single_node.sub
etc_multi_node:
extends: .cluster_test_job_daily
needs:
- build_train_multi_node
variables:
GPFSFOLDER: $LOGDIR/etc_multi_node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_MULTINODE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT},${LOGDIR}:/tmp_dir
SLURM_ACCOUNT: devtech
WALLTIME: "00:45:00"
DGXNNODES: 2
TEST_CMD: ./ci/integration_test/etc/etc_multi_node.sub
ebc_single_node:
extends: .cluster_test_job_daily
needs:
- build_train_single_node
variables:
GPFSFOLDER: $LOGDIR/ebc_single_node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET_NEW_CRITEO_SELENE}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:45:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/ebc/ebc_single_node.sub
ebc_multi_node:
extends: .cluster_test_job_daily
needs:
- build_train_multi_node
variables:
GPFSFOLDER: $LOGDIR/ebc_multi_node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_MULTINODE_VERSIONED
MOUNTS: ${DATASET_NEW_CRITEO_SELENE}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:45:00"
DGXNNODES: 2
TEST_CMD: ./ci/integration_test/ebc/ebc_multi_node.sub
# data generator single node
data_generator_single_node:
extends: .cluster_test_job_daily
needs:
- build_train_single_node
variables:
GPFSFOLDER: $LOGDIR/data_generator_single_node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
SLURM_ACCOUNT: devtech
WALLTIME: "01:00:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/data_generator/data_generator.sub
# # python interface single node
py_single_node:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/py_single_node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:15:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/py_interface/py_single_node.sub
py_multi_node:
extends: .cluster_test_job_daily
needs:
- build_train_multi_node
variables:
GPFSFOLDER: $LOGDIR/py_multi_node
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_MULTINODE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:15:00"
DGXNNODES: 4
TEST_CMD: ./ci/integration_test/py_interface/py_multi_node.sub
# hugectr inference correctness test
inference_model:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/inference_model
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET_NEW_CRITEO_SELENE}:${NEW_CRITEO_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:30:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/inference/inference_model.sub
# hugectr to onnx converter test
hugectr2onnx:
extends: .cluster_test_job
needs:
- build_train_single_node
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/hugectr2onnx
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TRAIN_IMAGE_VERSIONED
MOUNTS: ${DATASET_NEW_CRITEO_SELENE}:${NEW_CRITEO_MOUNT},${DIN_DATASET}:${DIN_DATASET_MOUNT},${NCF_DATASET}:${NCF_DATASET_MOUNT},${MMOE_DATASET}:${MMOE_DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "01:00:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/hugectr2onnx/hugectr2onnx.sub
# hps_tf_plugin
hierarchical_parameter_server:
extends: .cluster_test_job
needs:
- build_tf_hps_trt_plugin
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/hps_tf
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TF_TRT_IMAGE_VERSIONED
MOUNTS: ${DATASET}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "00:30:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/hps/hps.sub
# embedding_plugin
sparse_operation_kit_ut-TF2:
extends: .sok_test_job
needs:
- build_sok_tf2
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/sparse_operation_kit
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $SOK_IMAGE_VERSIONED_TF2
MOUNTS: ${DATASET}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "02:00:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/sok/sok_tf2_unit.sub
sparse_operation_kit_ut-TF1:
extends: .sok_test_job
needs:
- build_sok_tf1
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/sparse_operation_kit
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $SOK_IMAGE_VERSIONED_TF1
MOUNTS: ${DATASET}:${DATASET_MOUNT}
SLURM_ACCOUNT: devtech
WALLTIME: "02:00:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/sok/sok_tf1_unit.sub
#Test jobs for hps_trt plugin
hps_trt_in_hugectr:
extends: .cluster_test_job
needs:
- build_hugectr_hps_trt_plugin
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/hugectr_hps_trt
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $HUGECTR_TRT_IMAGE_VERSIONED
SLURM_ACCOUNT: devtech
WALLTIME: "00:30:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/hps/hps_trt_in_merlin_hugectr.sub
hps_trt_in_tf:
extends: .cluster_test_job
needs:
- build_tf_hps_trt_plugin
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/tf_hps_trt
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TF_TRT_IMAGE_VERSIONED
SLURM_ACCOUNT: devtech
WALLTIME: "00:30:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/hps/hps_trt_in_merlin_tf.sub
hps_trt_in_pytorch:
extends: .cluster_test_job
needs:
- build_pytorch_hps_trt_plugin
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/pytorch_hps_trt
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $PYTORCH_TRT_IMAGE_VERSIONED
SLURM_ACCOUNT: devtech
WALLTIME: "00:30:00"
DGXNNODES: 1
TEST_CMD: ./ci/integration_test/hps/hps_trt_in_merlin_pytorch.sub
hps_plugin_benchmark:
extends: .cluster_test_job
needs:
- build_tf_hps_trt_plugin
- check_selene_idle
variables:
GPFSFOLDER: $LOGDIR/hps_plugin_benchmark
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $TF_TRT_IMAGE_VERSIONED
MOUNTS: /lustre/fsw/devtech/hpc-hugectr/hps_tf_benchmark/hps_plugin_ci_model_repo:/model_repo,/lustre/fsw/devtech/hpc-hugectr/hps_tf_benchmark/perf_data:/perf_data
SLURM_ACCOUNT: devtech
WALLTIME: "00:45:00"
DGXNNODES: 1
TEST_CMD: ./ci/benchmark/hps_plugin_benchmark/run.sub
inference_benchmark:
extends: .cluster_test_job_daily
needs:
- build_inference
before_script:
- export BZ=1
- export MIXED_PRECISION=FP32
variables:
GPFSFOLDER: $LOGDIR/inference_benchmark
GIT_CLONE_PATH: ${GIT_CLONE_PATH_SELENE}
CONT: $INFER_IMAGE_VERSIONED
MOUNTS: /lustre/fsw/devtech/hpc-hugectr/inference/dlrm_regression/dlrm/1:/model/dlrm/1,/lustre/fsw/devtech/hpc-hugectr/keynote_inference/perf_data:/perf_data
SLURM_ACCOUNT: devtech
WALLTIME: "00:15:00"
DGXNNODES: 1
TEST_CMD: ./ci/benchmark/inference_benchmark/run.sub
inference_ps_test:
extends: .computelab_test_job_daily
allow_failure: false
stage: test
needs:
- build_inference
script:
- export CONT=${INFER_IMAGE_VERSIONED}
- bash ./ci/integration_test/inference/ps_test.sh
inference_embedding_cache_update_test:
extends: .computelab_test_job_daily
allow_failure: false
stage: test
needs:
- build_inference
script:
- export CONT=${INFER_IMAGE_VERSIONED}
- bash ./ci/integration_test/inference/embedding_cache_update_test.sh
#hdfs backend test
hdfs_backend_test: