File size: 2,715 Bytes
10979b5 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 | #!/usr/bin/env bash
set -euo pipefail
REPO_DIR="${REPO_DIR:-/nfs/ywang29/GmNet/journal_exp}"
DATA_ROOT="${DATA_ROOT:-/tmp/gmnet_data/cifar-100}"
OUTPUT_ROOT="${OUTPUT_ROOT:-/tmp/gmnet_runs/e3_cifar100}"
LOCAL_SCRATCH_DIR="${LOCAL_SCRATCH_DIR:-/tmp/gmnet_scratch/e3_cifar100}"
WANDB_PROJECT="${WANDB_PROJECT:-gmnet-journal}"
WANDB_ENTITY="${WANDB_ENTITY:-yi-fan-wang1216}"
MAX_PARALLEL="${MAX_PARALLEL:-8}"
EPOCHS="${EPOCHS:-100}"
VENV_DIR="${VENV_DIR:-/tmp/gmnet_venv}"
PYTHON="${PYTHON_BIN:-${VENV_DIR}/bin/python}"
export TMPDIR="${LOCAL_SCRATCH_DIR}/tmp"
export TORCH_NCCL_HEARTBEAT_TIMEOUT_SEC=1800
export NCCL_SOCKET_IFNAME="${NCCL_SOCKET_IFNAME:-eth}"
# export GLOO_SOCKET_IFNAME="${GLOO_SOCKET_IFNAME:-${NCCL_SOCKET_IFNAME}}"
export NCCL_NET="${NCCL_NET:-Socket}"
# export NCCL_NET_PLUGIN="${NCCL_NET_PLUGIN:-none}"
# export NCCL_IB_DISABLE="${NCCL_IB_DISABLE:-1}"
export NCCL_DEBUG="${NCCL_DEBUG:-INFO}"
export PYTHONUNBUFFERED=1
export FI_EFA_FORK_SAFE=1
export TORCH_NCCL_ASYNC_ERROR_HANDLING=1
export WANDB_API_KEY='24d6afefd46915ea938dca1af6caf95ae0288a19'
export WANDB_USERNAME='yi-fan-wang1216'
export WANDB_PROJECT="${WANDB_PROJECT}"
export WANDB_ENTITY="${WANDB_ENTITY}"
export TORCH_DISTRIBUTED_DEBUG=DETAIL
# export HF_TOKEN='__REDACTED_HF_TOKEN__'
export AWS_PROFILE=default_mle
export LD_LIBRARY_PATH=
mkdir -p "${OUTPUT_ROOT}" "${TMPDIR}"
cd "${REPO_DIR}"
gates=(relu6 relu gelu smooth_static identity no_gate)
configs=(
configs/e3_gate/cifar100_gmnet_s1_relu6.yaml
configs/e3_gate/cifar100_gmnet_s1_relu.yaml
configs/e3_gate/cifar100_gmnet_s1_gelu.yaml
configs/e3_gate/cifar100_gmnet_s1_smooth_static.yaml
configs/e3_gate/cifar100_gmnet_s1_identity.yaml
configs/e3_gate/cifar100_gmnet_s1_no_gate.yaml
)
if (( MAX_PARALLEL < 1 || MAX_PARALLEL > 8 )); then
echo "MAX_PARALLEL must be in [1, 8]" >&2
exit 2
fi
running=0
pids=()
for seed in 0 1 2; do
for index in "${!gates[@]}"; do
gate="${gates[$index]}"
config="${configs[$index]}"
run_name="e3_c100_s1_${gate}_seed${seed}"
output="${OUTPUT_ROOT}/${run_name}"
mkdir -p "${output}"
(
CUDA_VISIBLE_DEVICES="${running}" WANDB_MODE=disabled "${PYTHON}" -m gmnet.train \
--config "${config}" --run-name "${run_name}" --data-root "${DATA_ROOT}" \
--output-dir "${output}" --seed "${seed}" --resume auto \
--set "train.epochs=${EPOCHS}" > "${output}/console.log" 2>&1
) &
pids+=("$!")
running=$((running + 1))
if (( running >= MAX_PARALLEL )); then
for pid in "${pids[@]}"; do wait "${pid}"; done
running=0
pids=()
fi
done
done
for pid in "${pids[@]}"; do wait "${pid}"; done
echo "E3 CIFAR-100 runs completed under ${OUTPUT_ROOT}"
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