[Option 3 example] Don't land #1706
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Experimenting for #1682, capture graph of forward + backward for a single stage. graph is here
graph_pp_rank_2_of_4.py
Run:
NGPU=4 CONFIG_FILE="./torchtitan/models/deepseek_v3/train_configs/debug_model.toml" ./run_train.sh