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.gitlab-ci.yml
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stages:
- build
- test
image: gitlab-master.nvidia.com/zehuanw/hugectr:devel
variables:
NCCL_LAUNCH_MODE: "PARALLEL"
### Stage: build
build:
tags:
- hugectr
stage: build
artifacts:
paths:
- ${CI_PROJECT_DIR}/build/
expire_in: 1 week
script:
- cd ${CI_PROJECT_DIR} && git submodule update --init --recursive
- mkdir build && cd build
- mkdir build_single && cd build_single
- cmake -DCMAKE_BUILD_TYPE=Release -DSM=70 ../.. && make -j
- cd .. && mkdir build_multi_nccl && cd build_multi_nccl
- cmake -DCMAKE_BUILD_TYPE=Release -DENABLE_MULTINODES=ON -DSM=70 ../.. && make -j
- cd .. && mkdir build_multi_gossip && cd build_multi_gossip
- cmake -DCMAKE_BUILD_TYPE=Release -DENABLE_MULTINODES=ON -DNCCL_A2A=OFF -DSM=70 ../.. && make -j
### Stage: test
# unit test
unit_tests:
tags:
- hugectr
stage: test
needs:
- job: build
artifacts: true
script:
- cd ${CI_PROJECT_DIR}/build/build_single/bin
- ./layers_test
- ./embedding_test
- ./checker_test
- ./data_reader_test
- ./device_map_test
- ./heap_test
- ./loss_test
- ./optimizer_test
- ./regularizers_test
- ./model_oversubscriber_test
- ./parser_test
- ./session_test
- ./auc_test
# single node
criteo:
tags:
- hugectr
stage: test
needs:
- job: build
artifacts: true
script:
- cd /dataset/criteo_kaggle/criteo
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/criteo_1gpu.json
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/criteo_8gpu.json
- cd /dataset/criteo_kaggle/criteo_multi_slots
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/criteo_multi_slots_1gpu.json
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/criteo_multi_slots_8gpu.json
- cd /dataset/criteo_kaggle/criteo_parquet_multi_slots
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/criteo_parquet_multi_slots_1gpu.json
dcn:
tags:
- hugectr
stage: test
needs:
- job: build
artifacts: true
script:
- echo "$NCCL_LAUNCH_MODE"
- cd /dataset/criteo_kaggle/dcn
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dcn_1gpu.json
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dcn_8gpu.json
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dcn_localized_embedding_1gpu.json
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dcn_localized_embedding_8gpu.json
- cd /dataset/criteo_kaggle/dcn_parquet
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dcn_parquet_distributed_1gpu.json
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dcn_parquet_distributed_8gpu.json
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dcn_parquet_localized_1gpu.json
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dcn_parquet_localized_8gpu.json
wdl_deepfm:
tags:
- hugectr
stage: test
needs:
- job: build
artifacts: true
script:
- cd /dataset/criteo_kaggle/wdl
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/wdl_1gpu.json
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/wdl_8gpu.json
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/wdl_fp16_1gpu.json
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/wdl_fp16_8gpu.json
- cd /dataset/criteo_kaggle/deepfm
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/deepfm_1gpu.json
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/deepfm_8gpu.json
dlrm:
tags:
- hugectr
stage: test
needs:
- job: build
artifacts: true
script:
- cd /dataset/criteo_kaggle/dcn
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dlrm_1gpu.json
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dlrm_8gpu.json
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dlrm_fp16_1gpu.json
- ${CI_PROJECT_DIR}/build/build_single/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dlrm_fp16_8gpu.json
# multinode with nccl
criteo_multinode:
tags:
- hugectr
stage: test
needs:
- job: build
artifacts: true
script:
- cd /dataset/criteo_kaggle/criteo
- mpirun --allow-run-as-root -np 2 ${CI_PROJECT_DIR}/build/build_multi_nccl/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/criteo_2node_4gpu.json
dcn_multinode:
tags:
- hugectr
stage: test
needs:
- job: build
artifacts: true
script:
- cd /dataset/criteo_kaggle/dcn
- mpirun --allow-run-as-root -np 4 ${CI_PROJECT_DIR}/build/build_multi_nccl/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dcn_4node_2gpu.json
- cd /dataset/criteo_kaggle/dcn_parquet
- mpirun --allow-run-as-root -np 2 ${CI_PROJECT_DIR}/build/build_multi_nccl/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dcn_parquet_localized_2node_4gpu.json
- mpirun --allow-run-as-root -np 2 ${CI_PROJECT_DIR}/build/build_multi_nccl/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dcn_parquet_distributed_2node_4gpu.json
dlrm_multinode:
tags:
- hugectr
stage: test
needs:
- job: build
artifacts: true
script:
- cd /dataset/criteo_kaggle/dcn
- mpirun --allow-run-as-root -np 4 ${CI_PROJECT_DIR}/build/build_multi_nccl/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dlrm_fp16_4node_2gpu.json
- mpirun --allow-run-as-root -np 4 ${CI_PROJECT_DIR}/build/build_multi_nccl/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/dlrm_fp32_4node_2gpu.json
# multinode with gossip
criteo_multinode_gossip:
tags:
- hugectr
stage: test
needs:
- job: build
artifacts: true
script:
- cd /dataset/criteo_kaggle/criteo
- mpirun --allow-run-as-root -np 2 ${CI_PROJECT_DIR}/build/build_multi_gossip/bin/huge_ctr --train ${CI_PROJECT_DIR}/test/scripts/criteo_2node_4gpu.json
# python interface
python_interface:
tags:
- hugectr
stage: test
needs:
- job: build
artifacts: true
script:
# single node
- cd /dataset/criteo_kaggle/wdl
- cp ${CI_PROJECT_DIR}/build/build_single/lib/hugectr.so ${CI_PROJECT_DIR}/test/pybind_test/
- python3 ${CI_PROJECT_DIR}/test/pybind_test/single_node_wdl_fp16_8gpu.py ${CI_PROJECT_DIR}/test/scripts/wdl_fp16_8gpu.json
# single node + model prefetch
- cd /dataset/criteo_kaggle/wdl_data_keyset && mkdir -p temp_embedding
- cp ${CI_PROJECT_DIR}/build/build_single/lib/hugectr.so ${CI_PROJECT_DIR}/test/pybind_test/
- python3 ${CI_PROJECT_DIR}/test/pybind_test/model_prefetch_wdl_1gpu.py /dataset/criteo_kaggle/wdl_data_keyset/wdl.json
# multi node + nccl
- cd /dataset/criteo_kaggle/dcn
- cp ${CI_PROJECT_DIR}/build/build_multi_nccl/lib/hugectr.so ${CI_PROJECT_DIR}/test/pybind_test/
- mpirun --allow-run-as-root -np 4 python3 ${CI_PROJECT_DIR}/test/pybind_test/multi_node_dcn_4node_2gpu.py ${CI_PROJECT_DIR}/test/scripts/dcn_4node_2gpu.json
# multi node + gossip
- cd /dataset/criteo_kaggle/criteo
- cp ${CI_PROJECT_DIR}/build/build_multi_gossip/lib/hugectr.so ${CI_PROJECT_DIR}/test/pybind_test/
- mpirun --allow-run-as-root -np 2 python3 ${CI_PROJECT_DIR}/test/pybind_test/multi_node_criteo_2node_4gpu.py ${CI_PROJECT_DIR}/test/scripts/criteo_2node_4gpu.json
# embedding_plugin
embedding_plugin:
tags:
- hugectr
stage: test
script:
# build
- cd ${CI_PROJECT_DIR} && git submodule update --init --recursive
- rm -rf build && mkdir build && cd build
- cmake -DCMAKE_BUILD_TYPE=Release -DSM=70 .. && make -j$(nproc)
# 1 gpu
- cd ${CI_PROJECT_DIR}/test/embedding_plugin_test/
- python3 embedding_plugin_deepfm_main.py --batch_size=16384 --batch_size_eval=4 --n_epochs=1 --gpus 0 --embedding_vec_size=10 --data_path=/dataset/criteo_kaggle/embedding_plugin/
# 4 gpu
- python3 embedding_plugin_deepfm_main.py --batch_size=16384 --batch_size_eval=4 --n_epochs=1 --gpus 0 1 3 4 --embedding_vec_size=10 --data_path=/dataset/criteo_kaggle/embedding_plugin/