PP-Schedule-Visualization/main.py at main · Victarry/PP-Schedule-Visualization · GitHub

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from src.execution_model import ScheduleConfig
from src.strategies import (
    generate_1f1b_interleave_overlap_schedule,
    generate_1f1b_interleave_schedule,
    generate_1f1b_overlap_schedule,
    generate_1f1b_schedule,
    generate_dualpipe_v_schedule,
    generate_zero_bubble_1p_schedule,
    generate_dualpipe_schedule,
)
from src.visualizer import visualize_pipeline_parallelism_dash
import hydra
from omegaconf import DictConfig, OmegaConf


@hydra.main(config_path="conf", config_name="config", version_base=None)
def main(cfg: DictConfig) -> None:
    """Run pipeline parallelism simulation with the specified configuration."""
    print(f"Running with configuration: {cfg}")

    if cfg.strategy == "1f1b":
        run_1f1b(cfg)
    elif cfg.strategy == "interleave":
        run_interleave(cfg)
    elif cfg.strategy == "zb1p":
        run_zero_bubble_1p(cfg)
    elif cfg.strategy == "1f1b_overlap":
        run_1f1b_overlap(cfg)
    elif cfg.strategy == "1f1b_interleave_overlap":
        run_1f1b_interleave_overlap(cfg)
    elif cfg.strategy == "dualpipe":
        run_dualpipe(cfg)
    elif cfg.strategy == "dualpipe_v":
        run_dualpipe_v(cfg)
    else:
        raise ValueError(f"Unknown strategy: {cfg.strategy}")


def run_1f1b(cfg: DictConfig) -> None:
    """Run 1F1B pipeline parallelism simulation."""
    # Convert OmegaConf to dict for op_times if it exists
    op_times = (
        OmegaConf.to_container(cfg.op_times) if hasattr(cfg, "op_times") else None
    )

    schedule_config = ScheduleConfig(
        num_devices=cfg.num_devices,
        num_stages=cfg.num_stages,
        num_batches=cfg.num_batches,
        p2p_latency=cfg.p2p_latency,
        op_times=op_times,
        placement_strategy="standard",
    )
    schedule = generate_1f1b_schedule(schedule_config)
    schedule.execute()

    visualize_pipeline_parallelism_dash(schedule, port=cfg.visualization_port)


def run_interleave(cfg: DictConfig) -> None:
    """Run interleaved pipeline parallelism simulation."""
    # Convert OmegaConf to dict for op_times if it exists
    op_times = (
        OmegaConf.to_container(cfg.op_times) if hasattr(cfg, "op_times") else None
    )

    schedule_config = ScheduleConfig(
        num_devices=cfg.num_devices,
        num_stages=cfg.num_stages,
        num_batches=cfg.num_batches,
        p2p_latency=cfg.p2p_latency,
        placement_strategy="interleave",
        op_times=op_times,
        microbatch_group_size_per_vp_stage=cfg.microbatch_group_size_per_vp_stage,
    )
    schedule = generate_1f1b_interleave_schedule(schedule_config)
    schedule.execute()
    visualize_pipeline_parallelism_dash(schedule, port=cfg.visualization_port)


def run_zero_bubble_1p(cfg: DictConfig) -> None:
    """Run zero bubble 1P pipeline parallelism simulation."""
    # Convert OmegaConf to dict for op_times if it exists
    op_times = (
        OmegaConf.to_container(cfg.op_times) if hasattr(cfg, "op_times") else None
    )

    schedule_config = ScheduleConfig(
        num_devices=cfg.num_devices,
        num_stages=cfg.num_stages,
        num_batches=cfg.num_batches,
        p2p_latency=cfg.p2p_latency,
        op_times=op_times,
        split_backward=True,
    )
    schedule = generate_zero_bubble_1p_schedule(schedule_config)
    schedule.execute()
    visualize_pipeline_parallelism_dash(schedule, port=cfg.visualization_port)


def run_1f1b_overlap(cfg: DictConfig) -> None:
    """Run 1F1B overlap pipeline parallelism simulation."""
    # Convert OmegaConf to dict for op_times if it exists
    op_times = (
        OmegaConf.to_container(cfg.op_times) if hasattr(cfg, "op_times") else None
    )

    schedule_config = ScheduleConfig(
        num_devices=cfg.num_devices,
        num_stages=cfg.num_stages,
        num_batches=cfg.num_batches,
        p2p_latency=cfg.p2p_latency,
        op_times=op_times,
        split_backward=False,
    )
    schedule = generate_1f1b_overlap_schedule(schedule_config)
    schedule.execute()
    visualize_pipeline_parallelism_dash(schedule, port=cfg.visualization_port)

def run_1f1b_interleave_overlap(cfg: DictConfig) -> None:
    """Run 1F1B interleave overlapped pipeline parallelism simulation."""
    # Convert OmegaConf to dict for op_times if it exists
    op_times = (
        OmegaConf.to_container(cfg.op_times) if hasattr(cfg, "op_times") else None
    )

    schedule_config = ScheduleConfig(
        num_devices=cfg.num_devices,
        num_stages=cfg.num_stages,
        num_batches=cfg.num_batches,
        p2p_latency=cfg.p2p_latency,
        placement_strategy="interleave",
        op_times=op_times,
    )
    schedule = generate_1f1b_interleave_overlap_schedule(schedule_config)
    schedule.execute()
    visualize_pipeline_parallelism_dash(schedule, port=cfg.visualization_port)

def run_dualpipe(cfg: DictConfig) -> None:
    """Run DualPipe pipeline parallelism simulation."""
    # Convert OmegaConf to dict for op_times if it exists
    op_times = (
        OmegaConf.to_container(cfg.op_times) if hasattr(cfg, "op_times") else None
    )

    schedule_config = ScheduleConfig(
        num_devices=cfg.num_devices,
        num_stages=cfg.num_stages,
        num_batches=cfg.num_batches,
        p2p_latency=cfg.p2p_latency,
        op_times=op_times,
        split_backward=True,
        placement_strategy="dualpipe",
    )
    schedule = generate_dualpipe_schedule(schedule_config)
    schedule.execute()
    visualize_pipeline_parallelism_dash(schedule, port=cfg.visualization_port)

def run_dualpipe_v(cfg: DictConfig) -> None:
    """Run DualPipeV pipeline parallelism simulation."""
    # Convert OmegaConf to dict for op_times if it exists
    op_times = (
        OmegaConf.to_container(cfg.op_times) if hasattr(cfg, "op_times") else None
    )
    schedule_config = ScheduleConfig(
        num_devices=cfg.num_devices,
        num_stages=cfg.num_stages,
        num_batches=cfg.num_batches,
        p2p_latency=cfg.p2p_latency,
        op_times=op_times,
        split_backward=True,
        placement_strategy="dualpipe_v",
    )
    schedule = generate_dualpipe_v_schedule(schedule_config)
    schedule.execute()
    visualize_pipeline_parallelism_dash(schedule, port=cfg.visualization_port)

if __name__ == "__main__":
    main()