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Merge pull request #529 from allenai/70b-load-test
70b load test
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name: olmo-7b | ||
image: mosaicml/pytorch:2.1.2_cu121-python3.10-ubuntu20.04 | ||
compute: | ||
cluster: r15z1p1 | ||
gpus: 32 | ||
gpu_type: h100_80gb | ||
integrations: | ||
- integration_type: git_repo | ||
git_repo: allenai/OLMo | ||
git_branch: train-olmo-large | ||
pip_install: -e .[train] | ||
ssh_clone: true | ||
env_variables: | ||
PIP_DISABLE_PIP_VERSION_CHECK: "1" | ||
OMP_NUM_THREADS: "8" | ||
LOG_FILTER_TYPE: local_rank0_only | ||
command: |- | ||
# Install AWS CLI (for download unsharded checkpoints). | ||
#apt-get update | ||
#apt-get install zip unzip | ||
#curl "https://awscli.amazonaws.com/awscli-exe-linux-x86_64.zip" -o "awscliv2.zip" | ||
#unzip awscliv2.zip | ||
#sudo ./aws/install | ||
# Make sure we have a recent flash-attn. | ||
# NOTE: only pinning flash-attn here to future proof it. | ||
pip install flash-attn==2.5.3 --no-build-isolation | ||
# Show packages for debugging. | ||
pip freeze | ||
# Prepare environment. | ||
mkdir -p /root/.cache/torch | ||
# warm up huggingface cache | ||
pushd /root/.cache | ||
curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v2.tar.gz" | tar -xzf - | ||
popd | ||
export HF_DATASETS_OFFLINE=1 | ||
cd OLMo | ||
torchrun \ | ||
--master_addr "$MASTER_ADDR" \ | ||
--master_port "$MASTER_PORT" \ | ||
--nnodes "$NUM_NODES" \ | ||
--node_rank "$NODE_RANK" \ | ||
--nproc_per_node 8 \ | ||
scripts/train.py configs/mitchish7-s3.yaml \ | ||
--run_name=mitchish7 \ | ||
--wandb.group=mitchish7 \ | ||
--model.flash_attention=true \ | ||
--fsdp.wrapping_strategy=by_block_and_size \ | ||
--fsdp.sharding_strategy=SHARD_GRAD_OP \ | ||
--save_folder=runs/ \ | ||
--activation_checkpointing=fine_grained \ | ||
--fused_loss=true \ | ||
--device_train_microbatch_size=2 \ | ||
--global_train_batch_size=1024 \ | ||
'--load_path=${path.last_checkpoint:${remote_save_folder}}' \ | ||
--save_overwrite \ | ||
--load_path=s3://ai2-llm/checkpoints/OLMo-medium/mitchish7/step51450-unsharded |
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#!/usr/bin/env bash | ||
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set -ex | ||
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NUM_NODES=4 | ||
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gantry run \ | ||
--workspace ai2/dirkg \ | ||
--task-name mitchish70 \ | ||
--description "OLMo large - 70B" \ | ||
--priority high \ | ||
--stop-preemptible \ | ||
--beaker-image petew/olmo-torch2-gantry \ | ||
--cluster ai2/pluto-cirrascale \ | ||
--gpus 8 \ | ||
--replicas "${NUM_NODES}" \ | ||
--leader-selection \ | ||
--host-networking \ | ||
--budget ai2/oe-training \ | ||
--nfs \ | ||
--mount /net/nfs.cirrascale/allennlp/petew/cache:/root/.cache \ | ||
--env LOG_FILTER_TYPE=local_rank0_only \ | ||
--env OMP_NUM_THREADS=8 \ | ||
--env OLMO_TASK=model \ | ||
--env-secret WANDB_API_KEY=WANDB_API_KEY \ | ||
--env-secret AWS_ACCESS_KEY_ID=AWS_ACCESS_KEY_ID \ | ||
--env-secret AWS_SECRET_ACCESS_KEY=AWS_SECRET_ACCESS_KEY \ | ||
--env-secret R2_ACCESS_KEY_ID=R2_ACCESS_KEY_ID \ | ||
--env-secret R2_SECRET_ACCESS_KEY=R2_SECRET_ACCESS_KEY \ | ||
--env-secret R2_ENDPOINT_URL=R2_ENDPOINT_URL \ | ||
--shared-memory 10GiB \ | ||
--venv base \ | ||
--yes \ | ||
--timeout=-1 \ | ||
-- /bin/bash -c "scripts/beaker/mitchish70.sh \$BEAKER_LEADER_REPLICA_HOSTNAME ${NUM_NODES}" |
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#!/usr/bin/env bash | ||
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set -ex | ||
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NUM_NODES=4 | ||
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gantry run \ | ||
--workspace ai2/dirkg \ | ||
--task-name mitchish70-loadtest \ | ||
--description "OLMo large - 70B - loadtest" \ | ||
--priority high \ | ||
--stop-preemptible \ | ||
--beaker-image petew/olmo-torch2-gantry \ | ||
--cluster ai2/pluto-cirrascale \ | ||
--gpus 8 \ | ||
--replicas "${NUM_NODES}" \ | ||
--leader-selection \ | ||
--host-networking \ | ||
--budget ai2/oe-training \ | ||
--nfs \ | ||
--mount /net/nfs.cirrascale/allennlp/petew/cache:/root/.cache \ | ||
--env LOG_FILTER_TYPE=local_rank0_only \ | ||
--env OMP_NUM_THREADS=8 \ | ||
--env OLMO_TASK=model \ | ||
--env-secret WANDB_API_KEY=WANDB_API_KEY \ | ||
--env-secret AWS_ACCESS_KEY_ID=AWS_ACCESS_KEY_ID \ | ||
--env-secret AWS_SECRET_ACCESS_KEY=AWS_SECRET_ACCESS_KEY \ | ||
--env-secret R2_ACCESS_KEY_ID=R2_ACCESS_KEY_ID \ | ||
--env-secret R2_SECRET_ACCESS_KEY=R2_SECRET_ACCESS_KEY \ | ||
--env-secret R2_ENDPOINT_URL=R2_ENDPOINT_URL \ | ||
--shared-memory 10GiB \ | ||
--venv base \ | ||
--yes \ | ||
--timeout=-1 \ | ||
-- /bin/bash -c "scripts/beaker/mitchish70-loadtest.sh \$BEAKER_LEADER_REPLICA_HOSTNAME ${NUM_NODES}" |
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#!/usr/bin/env bash | ||
set -exuo pipefail | ||
IFS=$'\n\t' | ||
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BEAKER_LEADER_REPLICA_HOSTNAME=$1 | ||
shift | ||
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NUM_NODES=$1 | ||
shift | ||
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# Warm HF cache | ||
mkdir -p /root/.cache | ||
pushd /root/.cache | ||
curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v2.tar.gz" | tar --keep-newer-files -xzf - | ||
popd | ||
export HF_DATASETS_OFFLINE=1 | ||
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torchrun \ | ||
--nnodes ${NUM_NODES}:${NUM_NODES} \ | ||
--nproc-per-node 8 \ | ||
--rdzv_id=101 \ | ||
--rdzv_backend=c10d \ | ||
--rdzv_endpoint=$BEAKER_LEADER_REPLICA_HOSTNAME:29400 \ | ||
scripts/train.py \ | ||
configs/mitchish70-s3.yaml \ | ||
--run_name=mitchish70-loadtest \ | ||
--wandb.name=mitchish70-loadtest \ | ||
--model.flash_attention=true \ | ||
--fsdp.wrapping_strategy=by_block_and_size \ | ||
--save_folder=runs/ \ | ||
--fused_loss=true \ | ||
--device_train_microbatch_size=2 \ | ||
--global_train_batch_size=512 \ | ||
--save_overwrite \ | ||
--remote_save_folder=null \ | ||
--load_path=s3://ai2-llm/checkpoints/OLMo-large/mitchish70-002/step32300-unsharded |
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@@ -1,36 +1,31 @@ | ||
#!/usr/bin/env bash | ||
set -exuo pipefail | ||
IFS=$'\n\t' | ||
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set -ex | ||
BEAKER_LEADER_REPLICA_HOSTNAME=$1 | ||
shift | ||
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CONFIG_PATH=configs/mitchish70-s3.yaml | ||
NUM_NODES=4 | ||
RUN_NAME="mitchish70-001" | ||
ARGS="--run_name=${RUN_NAME} --device_train_microbatch_size=4" | ||
NUM_NODES=$1 | ||
shift | ||
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gantry run \ | ||
--allow-dirty \ | ||
--workspace ai2/llm-testing \ | ||
--task-name mitchish70 \ | ||
--description "OLMo large - 70B" \ | ||
--priority high \ | ||
--stop-preemptible \ | ||
--beaker-image olmo-torch2-gantry \ | ||
--cluster ai2/general-cirrascale-a100-80g-ib \ | ||
--gpus 8 \ | ||
--replicas "${NUM_NODES}" \ | ||
--leader-selection \ | ||
--host-networking \ | ||
--budget ai2/oe-training \ | ||
--nfs \ | ||
--mount /net/nfs.cirrascale/allennlp/petew/cache:/root/.cache \ | ||
--env LOG_FILTER_TYPE=local_rank0_only \ | ||
--env OMP_NUM_THREADS=8 \ | ||
--env OLMO_TASK=model \ | ||
--env-secret WANDB_API_KEY=WANDB_API_KEY \ | ||
--env-secret AWS_ACCESS_KEY_ID=AWS_ACCESS_KEY_ID \ | ||
--env-secret AWS_SECRET_ACCESS_KEY=AWS_SECRET_ACCESS_KEY \ | ||
--shared-memory 10GiB \ | ||
--venv base \ | ||
--yes \ | ||
--timeout=-1 \ | ||
-- /bin/bash -c "torchrun --nnodes ${NUM_NODES}:${NUM_NODES} --nproc-per-node 8 --rdzv_id=101 --rdzv_backend=c10d --rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 scripts/train.py ${CONFIG_PATH} ${ARGS}" | ||
# Warm HF cache | ||
mkdir -p /root/.cache | ||
pushd /root/.cache | ||
curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v2.tar.gz" | tar --keep-newer-files -xzf - | ||
popd | ||
export HF_DATASETS_OFFLINE=1 | ||
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torchrun \ | ||
--nnodes ${NUM_NODES}:${NUM_NODES} \ | ||
--nproc-per-node 8 \ | ||
--rdzv_id=101 \ | ||
--rdzv_backend=c10d \ | ||
--rdzv_endpoint=$BEAKER_LEADER_REPLICA_HOSTNAME:29400 \ | ||
scripts/train.py \ | ||
configs/mitchish70-s3.yaml \ | ||
--run_name=mitchish70-002 \ | ||
--wandb.name=mitchish70-official \ | ||
--device_train_microbatch_size=3 \ | ||
--global_train_batch_size=1536 \ | ||
'--load_path=${path.last_checkpoint:${remote_save_folder}}' \ | ||
--save_overwrite |