From 7679cf7f3f7dc09aa489f9716e425d36901ab22a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Jarl=20Sondre=20S=C3=A6ther?= Date: Fri, 1 Nov 2024 12:01:24 +0100 Subject: [PATCH] add contributions and cleanup --- .gitignore | 5 ++- pyproject.toml | 1 + src/itwinai/cli.py | 31 +++++++++++------- src/itwinai/scalability.py | 27 ++++++++------- src/itwinai/torch/monitoring/monitoring.py | 9 +++++ src/itwinai/torch/monitoring/plotting.py | 10 +++--- src/itwinai/torch/profiling/__init__.py | 0 .../torch/profiling/communication_plot.py | 9 +++++ src/itwinai/torch/profiling/profiler.py | 9 ++++- .../eurac/plots/absolute_scalability_plot.png | Bin 0 -> 43806 bytes use-cases/eurac/plots/communication_plot.png | Bin 0 -> 31816 bytes use-cases/eurac/plots/gpu_energy_plot.png | Bin 0 -> 34137 bytes .../eurac/plots/relative_scalability_plot.png | Bin 0 -> 148112 bytes use-cases/eurac/plots/utilization_plot.png | Bin 0 -> 34147 bytes 14 files changed, 71 insertions(+), 30 deletions(-) delete mode 100644 src/itwinai/torch/profiling/__init__.py create mode 100644 use-cases/eurac/plots/absolute_scalability_plot.png create mode 100644 use-cases/eurac/plots/communication_plot.png create mode 100644 use-cases/eurac/plots/gpu_energy_plot.png create mode 100644 use-cases/eurac/plots/relative_scalability_plot.png create mode 100644 use-cases/eurac/plots/utilization_plot.png diff --git a/.gitignore b/.gitignore index 258769c7..57308e72 100644 --- a/.gitignore +++ b/.gitignore @@ -202,4 +202,7 @@ cython_debug/ # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore # and can be added to the global gitignore or merged into this file. For a more nuclear # option (not recommended) you can uncomment the following to ignore the entire idea folder. -#.idea/ \ No newline at end of file +#.idea/ + +# MacOS +.DS_Store diff --git a/pyproject.toml b/pyproject.toml index d448046c..b5a8af05 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -42,6 +42,7 @@ dependencies = [ # "prov4ml@git+https://github.com/HPCI-Lab/ProvML@main", # Prov4ML # "prov4ml@git+https://github.com/matbun/ProvML@main", "pandas", + "seaborn" ] # dynamic = ["version", "description"] diff --git a/src/itwinai/cli.py b/src/itwinai/cli.py index e18fea0f..2be215d1 100644 --- a/src/itwinai/cli.py +++ b/src/itwinai/cli.py @@ -1,14 +1,22 @@ -""" -Command line interface for out Python application. -You can call commands from the command line. -Example - ->>> $ itwinai --help - -""" - -# NOTE: import libs in the command"s function, not here. -# Otherwise this will slow the whole CLI. +# -------------------------------------------------------------------------------------- +# Part of the interTwin Project: https://www.intertwin.eu/ +# +# Created by: Matteo Bunino +# +# Credits: +# - Matteo Bunino - CERN +# - Jarl Sondre Sæther - CERN +# +# -------------------------------------------------------------------------------------- +# Command-line interface for the itwinai Python library. +# Example: +# +# >>> itwinai --help +# +# -------------------------------------------------------------------------------------- +# +# NOTE: import libraries in the command's function, not here, as having them here will +# slow down the CLI commands significantly. from pathlib import Path from typing import List, Optional @@ -80,7 +88,6 @@ def generate_gpu_data_plots( energy_plot_path = plot_dir_path / "gpu_energy_plot.png" utilization_plot_path = plot_dir_path / "utilization_plot.png" - # Plotting and saving figures to file energy_fig, _ = gpu_bar_plot( data_df=energy_df, plot_title="Energy Consumption by Strategy and Number of GPUs", diff --git a/src/itwinai/scalability.py b/src/itwinai/scalability.py index 89506dec..403d3189 100644 --- a/src/itwinai/scalability.py +++ b/src/itwinai/scalability.py @@ -1,11 +1,11 @@ # -------------------------------------------------------------------------------------- # Part of the interTwin Project: https://www.intertwin.eu/ -# -# Created by: Jarl Sondre Sæther -# -# Credits: -# - Jarl Sondre Sæther - CERN Openlab -# - Matteo Bunino - CERN Openlab +# +# Created by: Jarl Sondre Sæther +# +# Credits: +# - Jarl Sondre Sæther - CERN +# - Matteo Bunino - CERN # -------------------------------------------------------------------------------------- import glob @@ -118,6 +118,7 @@ def create_absolute_plot(avg_epoch_time_df: pd.DataFrame) -> None: marker_cycle = cycle("ov^s*dXpD.+12348") + unique_nodes = list(avg_epoch_time_df["nodes"].unique()) unique_names = avg_epoch_time_df["name"].unique() for name in unique_names: # color, marker = next(color_marker_combinations) @@ -133,16 +134,18 @@ def create_absolute_plot(avg_epoch_time_df: pd.DataFrame) -> None: markersize=6, ) - # Labeling the axes and setting the title + ax.set_yscale("log") + ax.set_xscale("log") + + ax.set_xticks(unique_nodes) + ax.set_xlabel("Number of Nodes") - ax.set_ylabel("Average Time") + ax.set_ylabel("Average Time (s)") ax.set_title("Average Time vs Number of Nodes") - # Show legend and grid ax.legend(title="Method") ax.grid(True) - # Save the plot as an image output_path = Path("plots/absolute_scalability_plot.png") plt.savefig(output_path) print(f"Saving absolute plot to '{output_path.resolve()}'.") @@ -181,7 +184,9 @@ def create_relative_plot(avg_epoch_time_df: pd.DataFrame, gpus_per_node: int = 4 # Plotting the linear line num_gpus = np.array(avg_epoch_time_df["num_gpus"].unique()) linear_speedup = np.array(avg_epoch_time_df["linear_speedup"].unique()) - ax.plot(num_gpus, linear_speedup, ls="dashed", lw=1.0, c="k", label="linear speedup") + ax.plot( + num_gpus, linear_speedup, ls="dashed", lw=1.0, c="k", label="linear speedup" + ) ax.legend(ncol=1) ax.set_xticks(num_gpus) diff --git a/src/itwinai/torch/monitoring/monitoring.py b/src/itwinai/torch/monitoring/monitoring.py index db8ce78a..d4ba38a1 100644 --- a/src/itwinai/torch/monitoring/monitoring.py +++ b/src/itwinai/torch/monitoring/monitoring.py @@ -1,3 +1,12 @@ +# -------------------------------------------------------------------------------------- +# Part of the interTwin Project: https://www.intertwin.eu/ +# +# Created by: Jarl Sondre Sæther +# +# Credits: +# - Jarl Sondre Sæther - CERN +# -------------------------------------------------------------------------------------- + import functools import time from multiprocessing import Manager, Process diff --git a/src/itwinai/torch/monitoring/plotting.py b/src/itwinai/torch/monitoring/plotting.py index 343d8f30..16f7f9d4 100644 --- a/src/itwinai/torch/monitoring/plotting.py +++ b/src/itwinai/torch/monitoring/plotting.py @@ -1,10 +1,10 @@ # -------------------------------------------------------------------------------------- # Part of the interTwin Project: https://www.intertwin.eu/ -# -# Created by: Jarl Sondre Sæther -# -# Credits: -# - Jarl Sondre Sæther - CERN Openlab +# +# Created by: Jarl Sondre Sæther +# +# Credits: +# - Jarl Sondre Sæther - CERN # -------------------------------------------------------------------------------------- from typing import Tuple diff --git a/src/itwinai/torch/profiling/__init__.py b/src/itwinai/torch/profiling/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/src/itwinai/torch/profiling/communication_plot.py b/src/itwinai/torch/profiling/communication_plot.py index d58832c5..b4f2f20c 100644 --- a/src/itwinai/torch/profiling/communication_plot.py +++ b/src/itwinai/torch/profiling/communication_plot.py @@ -1,3 +1,12 @@ +# -------------------------------------------------------------------------------------- +# Part of the interTwin Project: https://www.intertwin.eu/ +# +# Created by: Jarl Sondre Sæther +# +# Credits: +# - Jarl Sondre Sæther - CERN +# -------------------------------------------------------------------------------------- + from typing import Any, List, Tuple import matplotlib diff --git a/src/itwinai/torch/profiling/profiler.py b/src/itwinai/torch/profiling/profiler.py index 88e0c32f..e2c021dd 100644 --- a/src/itwinai/torch/profiling/profiler.py +++ b/src/itwinai/torch/profiling/profiler.py @@ -1,4 +1,11 @@ -from __future__ import annotations +# -------------------------------------------------------------------------------------- +# Part of the interTwin Project: https://www.intertwin.eu/ +# +# Created by: Jarl Sondre Sæther +# +# Credits: +# - Jarl Sondre Sæther - CERN +# -------------------------------------------------------------------------------------- import functools from pathlib 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