The target machine's card is busy with someone else's job, so a single end-to-end script stalls on work that does not actually need a GPU. Compiling the CUDA extensions needs nvcc, not a device, and downloading 18 GB of data needs neither. Those are the slow parts (~50 min + ~30 min), so phase A now runs entirely without the card: run_setup.sh bootstrap, conda, extensions, patches, data no GPU run_train.sh voxel_max measurement, training, evaluation GPU run_setup reports the GPU but never fails on it, and verify_env.py gained SKIP_CUDA_CHECK so import coverage still runs when no device is visible. TORCH_CUDA_ARCH_LIST is stated rather than probed, since the card may be unavailable at build time. run_train waits for the GPU instead of failing when it is busy: it polls until enough VRAM frees up (12h default), so it can be queued ahead of time. Past the deadline it proceeds anyway and lets the measured voxel_max adapt to whatever is actually free. keepalive.sh now takes the phase to supervise. Replaces run_all.sh and RUN.md with SETUP.md and TRAIN.md. Adds selfcheck.sh, which syntax-checks every script and flags CRLF endings - a shell script with either fails at its first line, which for an unattended weekend run means losing the weekend. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
210 lines
7.2 KiB
Bash
210 lines
7.2 KiB
Bash
#!/usr/bin/env bash
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# SUM Parts - PHASE A: everything that does not need the GPU
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#
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# Splitting the work here is deliberate. Compiling the CUDA extensions needs
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# nvcc, not a GPU, and downloading 18 GB of data needs neither. Those are the
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# slow parts (~50 min + ~30 min), so they can run while the card is busy with
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# someone else's job.
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#
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# preflight -> bootstrap -> conda env -> cuda extensions -> patches
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# -> verify imports -> download data -> splits -> link
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#
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# Ends by writing SETUP_DONE. run_train.sh refuses to start without it.
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#
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# The one thing this cannot do for you is accept the HuggingFace dataset gate:
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# it needs a browser and a logged-in account. The gate IS per-account, so a
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# token from a machine that already accepted it is enough. Preflight fails
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# immediately if the token is missing or rejected.
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#
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# Usage:
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# bash scripts/run_setup.sh
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# bash scripts/run_setup.sh --detach
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# RUN_DRYRUN=1 bash scripts/run_setup.sh # preflight only
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set -uo pipefail
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SCRIPTS="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
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OUT="$HOME/sum-parts/runs/setup"
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LOG="$OUT/setup.log"
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STATUS="$OUT/STATUS"
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DONE_MARKER="$OUT/SETUP_DONE"
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# The extensions are compiled for this architecture. We may not be able to ask
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# the GPU which one it is (it can be busy or absent), so it is stated instead.
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# RTX 3060 / 3070 / 3080 / 3090 = 8.6 (Ampere consumer)
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# RTX 4090 = 8.9
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# A100 = 8.0
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export TORCH_CUDA_ARCH_LIST="${TORCH_CUDA_ARCH_LIST:-8.6}"
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if [ "${1:-}" = "--detach" ]; then
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mkdir -p "$OUT"
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echo "detaching; log: $LOG"
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setsid nohup bash "${BASH_SOURCE[0]}" > "$OUT/nohup.out" 2>&1 < /dev/null &
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sleep 2
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pgrep -af "run_setup.sh" | grep -v detach || true
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exit 0
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fi
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mkdir -p "$OUT"
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exec > >(tee -a "$LOG") 2>&1
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PHASE="starting"
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STARTED=$(date '+%F %T')
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say() { echo "[$(date '+%F %T')] $*"; }
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head_() { echo; echo "════ $* ════"; }
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write_status() {
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{
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echo "state : $1"
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echo "phase : $PHASE"
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echo "arch : $TORCH_CUDA_ARCH_LIST"
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echo "started : $STARTED"
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echo "updated : $(date '+%F %T')"
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[ -n "${EXTRA:-}" ] && echo "note : $EXTRA"
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echo "log : $LOG"
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} > "$STATUS"
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}
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die() {
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say "GIVING UP in phase '$PHASE': $*"
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EXTRA="$*" write_status "FAILED"
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exit 1
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}
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STEP_RETRIES="${STEP_RETRIES:-4}"
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STEP_BACKOFF="${STEP_BACKOFF:-60}"
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# Every phase is idempotent, so retrying one - or rerunning the whole script -
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# is always safe. Existing installs, applied patches and cached archives are
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# detected and skipped.
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step() {
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PHASE="$1"; shift
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head_ "$PHASE"
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write_status "running"
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local attempt=1 wait=$STEP_BACKOFF
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while :; do
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if "$@"; then
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[ "$attempt" -gt 1 ] && say "phase '$PHASE' succeeded on attempt $attempt"
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return 0
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fi
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[ "$attempt" -ge "$STEP_RETRIES" ] && die "$* (failed $attempt times)"
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say "phase '$PHASE' failed (attempt $attempt/$STEP_RETRIES); retrying in ${wait}s"
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EXTRA="retrying $PHASE ($attempt/$STEP_RETRIES)" write_status "retrying"
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sleep "$wait"
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attempt=$((attempt + 1)); wait=$((wait * 2))
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done
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}
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step_once() {
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PHASE="$1"; shift
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head_ "$PHASE"
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write_status "running"
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"$@" || die "$*"
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}
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# ---------------------------------------------------------------- preflight
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preflight() {
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local fail=0
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say "checking tools"
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for t in git curl python3 tar; do
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command -v "$t" > /dev/null || { say " MISSING: $t"; fail=1; }
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done
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say "checking disk (need 35 GB free in \$HOME)"
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local free_gb
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free_gb=$(df -BG --output=avail "$HOME" | tail -1 | tr -dc '0-9')
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say " free: ${free_gb} GB"
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[ "${free_gb:-0}" -lt 35 ] && { say " NOT ENOUGH"; fail=1; }
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# A GPU is NOT required for this phase. Report what is there, but never
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# fail on it -- the whole point of the split is to work while the card is
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# occupied.
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say "checking GPU (informational only for this phase)"
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if command -v nvidia-smi > /dev/null; then
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nvidia-smi --query-gpu=name,memory.total,memory.used --format=csv,noheader \
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| sed 's/^/ /' || say " nvidia-smi failed; continuing anyway"
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else
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say " nvidia-smi absent -- fine for setup, required before training"
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fi
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say " building extensions for arch $TORCH_CUDA_ARCH_LIST"
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say "checking HuggingFace credentials"
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local tok=""
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[ -n "${HF_TOKEN:-}" ] && tok="$HF_TOKEN"
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[ -z "$tok" ] && [ -f "$HOME/.cache/huggingface/token" ] \
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&& tok=$(tr -d '\r\n' < "$HOME/.cache/huggingface/token")
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if [ -z "$tok" ]; then
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say " MISSING: no HF token"
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say " fix: copy it from a machine that already accepted the gate:"
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say " mkdir -p ~/.cache/huggingface"
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say " echo hf_xxxxx > ~/.cache/huggingface/token"
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say " the gate needs a browser once, per account:"
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say " https://huggingface.co/datasets/gwxgrxhyz/SUM-Parts"
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fail=1
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else
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local code
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code=$(curl -s -o /dev/null -w '%{http_code}' -I \
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-H "Authorization: Bearer $tok" \
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"https://huggingface.co/datasets/gwxgrxhyz/SUM-Parts/resolve/main/demo.zip")
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say " gate probe: HTTP $code"
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case "$code" in
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200|302) say " gate OK" ;;
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401|403) say " REJECTED -- token invalid, or this account has not accepted the gate"
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fail=1 ;;
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*) say " unexpected response; continuing but the download may fail" ;;
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esac
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fi
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[ "$fail" -eq 0 ] || return 1
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say "preflight OK -- no GPU needed from here to the end of this phase"
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}
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do_verify() {
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source "$HOME/miniconda3/etc/profile.d/conda.sh"
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conda activate sumparts
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# SKIP_CUDA_CHECK keeps this to imports only. Querying the device is
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# harmless even on a busy card, but it fails outright if the driver is not
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# present yet - and that must not block a GPU-free setup.
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SKIP_CUDA_CHECK=1 WANDB_MODE=disabled python "$SCRIPTS/verify_env.py"
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}
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# ---------------------------------------------------------------- run
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say "run_setup starting (phase A - no GPU required)"
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say "log: $LOG"
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write_status "running"
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step_once "preflight" preflight
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if [ -n "${RUN_DRYRUN:-}" ]; then
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say "DRYRUN set -- preflight passed, stopping before the real work"
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write_status "dryrun-ok"
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exit 0
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fi
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step "bootstrap" bash "$SCRIPTS/bootstrap.sh"
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step "conda env" bash "$SCRIPTS/setup_env.sh"
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step "cuda extensions" bash "$SCRIPTS/setup_pointnext.sh"
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step "patch numpy" bash "$SCRIPTS/patch_numpy_aliases.sh"
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step "patch test split" bash "$SCRIPTS/patch_unlabeled_test.sh"
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step "patch val mode" bash "$SCRIPTS/patch_val_mode.sh"
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step "verify imports" do_verify
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step "download data" bash "$SCRIPTS/download_data.sh" all
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step "prepare splits" bash "$SCRIPTS/prepare_full_split.sh"
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step "link data" bash "$SCRIPTS/link_data.sh"
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PHASE="done"
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touch "$DONE_MARKER"
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write_status "DONE"
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head_ "PHASE A COMPLETE"
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say "built for arch : $TORCH_CUDA_ARCH_LIST"
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say "marker : $DONE_MARKER"
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echo
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say "next, once the GPU is free:"
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say " bash scripts/run_train.sh"
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say "or, to keep it alive unattended:"
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say " setsid nohup bash scripts/keepalive.sh run_train > ~/keepalive.out 2>&1 &"
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