diff --git a/gpu_multi_process_run.sh b/gpu_multi_process_run.sh
new file mode 100644
index 0000000..1726bc1
--- /dev/null
+++ b/gpu_multi_process_run.sh
@@ -0,0 +1,152 @@
+#! /bin/bash
+set -e
+set -u
+set -o pipefail
+
+: "${NNODES:?Must set NNODES}"
+: "${NODE_RANK:?Must set NODE_RANK}"
+: "${JAX_COORDINATOR_PORT:?Must set JAX_COORDINATOR_PORT}"
+: "${JAX_COORDINATOR_ADDRESS:?Must set JAX_COORDINATOR_ADDRESS}"
+: "${GPUS_PER_NODE:?Must set GPUS_PER_NODE}"
+: "${COMMAND:?Must set COMMAND}"
+
+
+export GPUS_PER_NODE=$GPUS_PER_NODE
+export JAX_COORDINATOR_PORT=$JAX_COORDINATOR_PORT
+export JAX_COORDINATOR_ADDRESS=$JAX_COORDINATOR_ADDRESS
+
+set_nccl_gpudirect_tcpx_specific_configuration() {
+  if [[ "$USE_GPUDIRECT" == "tcpx" ]]; then
+    echo "Using GPUDirect-TCPX"
+    export NCCL_CROSS_NIC=0
+    export NCCL_ALGO=Ring
+    export NCCL_PROTO=Simple
+    export NCCL_DEBUG=INFO
+    export NCCL_NET_GDR_LEVEL=PIX
+    export NCCL_P2P_PXN_LEVEL=0
+    export NCCL_DEBUG_SUBSYS=INIT,GRAPH,ENV,TUNING,NET,VERSION
+    export LD_LIBRARY_PATH="${LD_LIBRARY_PATH}:/usr/local/tcpx/lib64"
+    export NCCL_GPUDIRECTTCPX_FORCE_ACK=0
+    export NCCL_GPUDIRECTTCPX_TX_COMPLETION_NANOSLEEP=1000
+    export NCCL_DYNAMIC_CHUNK_SIZE=524288
+    export NCCL_P2P_NET_CHUNKSIZE=524288
+    export NCCL_P2P_PCI_CHUNKSIZE=524288
+    export NCCL_P2P_NVL_CHUNKSIZE=1048576
+    export NCCL_NSOCKS_PERTHREAD=4
+    export NCCL_SOCKET_NTHREADS=1
+    export NCCL_MAX_NCHANNELS=12
+    export NCCL_MIN_NCHANNELS=12
+    export NCCL_GPUDIRECTTCPX_PROGRAM_FLOW_STEERING_WAIT_MICROS=1000000
+    export NCCL_SOCKET_IFNAME=eth0
+    export NCCL_GPUDIRECTTCPX_TX_BINDINGS="eth1:8-21,112-125;eth2:8-21,112-125;eth3:60-73,164-177;eth4:60-73,164-177"
+    export NCCL_GPUDIRECTTCPX_RX_BINDINGS="eth1:22-35,124-139;eth2:22-35,124-139;eth3:74-87,178-191;eth4:74-87,178-191"
+    export NCCL_GPUDIRECTTCPX_SOCKET_IFNAME=eth1,eth2,eth3,eth4
+    export NCCL_GPUDIRECTTCPX_CTRL_DEV=eth0
+    export NCCL_NVLS_ENABLE=0
+  elif [[ "$USE_GPUDIRECT" == "fastrak" ]]; then
+    echo "Using GPUDirect-TCPFasTrak"
+    export NCCL_DEBUG_SUBSYS=INIT,GRAPH,ENV,TUNING,NET,VERSION
+    export NCCL_DEBUG=INFO
+    export NCCL_FASTRAK_ENABLE_HOTPATH_LOGGING=0
+    export LD_LIBRARY_PATH="/usr/local/fastrak/lib64:${LD_LIBRARY_PATH}"
+    export NCCL_FASTRAK_CTRL_DEV=eth0
+    export NCCL_FASTRAK_IFNAME=eth1,eth2,eth3,eth4,eth5,eth6,eth7,eth8
+    export NCCL_SOCKET_IFNAME=eth0
+    export NCCL_CROSS_NIC=0
+    export NCCL_ALGO=Ring
+    export NCCL_PROTO=Simple
+    export NCCL_MAX_NCHANNELS=16
+    export NCCL_MIN_NCHANNELS=16
+    export NCCL_SOCKET_NTHREADS=4
+    export NCCL_DYNAMIC_CHUNK_SIZE=524288
+    export NCCL_DYNAMIC_CHUNK_SIZE=524288
+    export NCCL_P2P_NET_CHUNKSIZE=524288
+    export NCCL_P2P_PCI_CHUNKSIZE=524288
+    export NCCL_P2P_NVL_CHUNKSIZE=1048576
+    export NCCL_FASTRAK_NUM_FLOWS=8
+    export NCCL_FASTRAK_FLOWS_PER_GROUP=2
+    export NCCL_BUFFSIZE=4194304
+    export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7
+    export NCCL_NET_GDR_LEVEL=PIX
+  else
+    echo "NOT using GPUDirect"
+  fi
+}
+
+echo "LD_LIBRARY_PATH ${LD_LIBRARY_PATH}"
+
+set_nccl_gpudirect_tcpx_specific_configuration
+
+wait_all_success_or_exit() {
+  # https://www.baeldung.com/linux/background-process-get-exit-code
+  local pids=("$@")
+  while [[ ${#pids[@]} -ne 0 ]]; do
+    all_success="true"
+    for pid in "${pids[@]}"; do
+      code=$(non_blocking_wait "$pid")
+      if [[ $code -ne 127 ]]; then
+        if [[ $code -ne 0 ]]; then
+          echo "PID $pid failed with exit code $code"
+          exit "$code"
+        fi
+      else
+        all_success="false"
+      fi
+    done
+    if [[ $all_success == "true" ]]; then
+      echo "All pids succeeded"
+      break
+    fi
+    sleep 5
+  done
+}
+non_blocking_wait() {
+  # https://www.baeldung.com/linux/background-process-get-exit-code
+  local pid=$1
+  local code=127 # special code to indicate not-finished
+  if [[ ! -d "/proc/$pid" ]]; then
+    wait "$pid"
+    code=$?
+  fi
+  echo $code
+}
+
+resolve_coordinator_ip() {
+  local lookup_attempt=1
+  local max_coordinator_lookups=500
+  local coordinator_found=false
+  local coordinator_ip_address=""
+
+  echo "Coordinator Address $JAX_COORDINATOR_ADDRESS"
+
+  while [[ "$coordinator_found" = false && $lookup_attempt -le $max_coordinator_lookups ]]; do
+    coordinator_ip_address=$(nslookup "$JAX_COORDINATOR_ADDRESS" 2>/dev/null | awk '/^Address: / { print $2 }' | head -n 1)
+    if [[ -n "$coordinator_ip_address" ]]; then
+      coordinator_found=true
+      echo "Coordinator IP address: $coordinator_ip_address"
+      export JAX_COORDINATOR_IP=$coordinator_ip_address
+      return 0
+    else
+      echo "Failed to recognize coordinator address $JAX_COORDINATOR_ADDRESS on attempt $lookup_attempt, retrying..."
+      ((lookup_attempt++))
+      sleep 1
+    fi
+  done
+
+  if [[ "$coordinator_found" = false ]]; then
+    echo "Failed to resolve coordinator address after $max_coordinator_lookups attempts."
+    return 1
+  fi
+}
+
+# Resolving coordinator IP
+set +e
+resolve_coordinator_ip
+set -e
+
+PIDS=()
+${COMMAND} &
+PID=$!
+PIDS+=($PID)
+
+wait_all_success_or_exit "${PIDS[@]}"