| #!/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="${NCCL_SOCKET_IFNAME:-eth}" |
| |
| export NCCL_NET="${NCCL_NET:-Socket}" |
| |
| |
|
|
| 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="${WANDB_ENTITY}" |
| export TORCH_DISTRIBUTED_DEBUG=DETAIL |
| |
| export AWS_PROFILE=default_mle |
| export LD_LIBRARY_PATH= |
|
|
| mkdir -p "${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}" |
|
|
