| # Parallel data generation. | |
| # | |
| # AI2-THOR launches one CloudRendering process per shard; each shard pins to one GPU | |
| # (the engine doesn't share a GPU well — Unity context). For a typical rented box: | |
| # 1x GPU -> 1 shard | |
| # 4x GPU -> 4 shards (recommended) | |
| # 8x GPU -> 8 shards | |
| # | |
| # Each shard writes its own parquet to <OUT_DIR>/aligned_routes_procthor_shard<NNN>.parquet | |
| # and its own frames to <OUT_DIR>/frames/procthor_<idx>/ | |
| # | |
| # Tunables: | |
| N_EPISODES_PER_SHARD=500 # 500 x 4 shards = 2000 eps (~5 GB on disk) | |
| N_SHARDS=4 # = # GPUs on the box (use `nvidia-smi -L | wc -l`) | |
| OUT_DIR="${OUT_DIR:-./procthor_data}" | |
| mkdir -p "$OUT_DIR" | |
| source .venv/bin/activate | |
| # Detect available GPUs | |
| N_GPUS=$(nvidia-smi -L | wc -l) | |
| if [ "$N_GPUS" -lt "$N_SHARDS" ]; then | |
| echo "WARNING: only $N_GPUS GPUs visible but $N_SHARDS shards requested. Capping." | |
| N_SHARDS=$N_GPUS | |
| fi | |
| echo "Launching $N_SHARDS shards x $N_EPISODES_PER_SHARD episodes each on $N_GPUS GPUs" | |
| echo "Output dir: $OUT_DIR" | |
| PIDS=() | |
| for SHARD in $(seq 0 $((N_SHARDS-1))); do | |
| GPU=$SHARD | |
| START_IDX=$((SHARD * N_EPISODES_PER_SHARD)) | |
| LOG="$OUT_DIR/shard${SHARD}.log" | |
| echo " shard $SHARD: GPU $GPU, episodes [$START_IDX, $((START_IDX+N_EPISODES_PER_SHARD))) -> $LOG" | |
| CUDA_VISIBLE_DEVICES=$GPU python -m procthor_engine.generate \ | |
| --out-dir "$OUT_DIR" \ | |
| --n-episodes "$N_EPISODES_PER_SHARD" \ | |
| --start-idx "$START_IDX" \ | |
| --shard-idx "$SHARD" \ | |
| --device 0 \ | |
| > "$LOG" 2>&1 & | |
| PIDS+=($!) | |
| sleep 5 # stagger to avoid CloudRendering port collisions | |
| done | |
| echo | |
| echo "Shards launched. PIDs: ${PIDS[*]}" | |
| echo "Watch progress:" | |
| echo " tail -F $OUT_DIR/shard*.log" | |
| echo | |
| echo "When all shards finish, upload the data with: bash upload_to_hf.sh" | |
| wait "${PIDS[@]}" | |
| echo | |
| echo "=== ALL SHARDS DONE ===" | |
| ls -la "$OUT_DIR"/aligned_routes_procthor_shard*.parquet 2>/dev/null | |
| echo "Total disk used:" | |
| du -sh "$OUT_DIR" | |