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WIP refactor benchmarking: get_sys_info
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dlclive/benchmark_pytorch.py

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@@ -22,71 +22,6 @@
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from dlclive.version import VERSION
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def get_system_info() -> dict:
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"""
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Returns a summary of system information relevant to running benchmarking.
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Returns
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-------
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dict
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A dictionary containing the following system information:
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- host_name (str): Name of the machine.
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- op_sys (str): Operating system.
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- python (str): Path to the Python executable, indicating the conda/virtual environment in use.
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- device_type (str): Type of device used ('GPU' or 'CPU').
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- device (list): List containing the name of the GPU or CPU brand.
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- freeze (list): List of installed Python packages with their versions.
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- python_version (str): Version of Python in use.
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- git_hash (str or None): If installed from git repository, hash of HEAD commit.
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- dlclive_version (str): Version of the DLCLive package.
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"""
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# Get OS and host name
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op_sys = platform.platform()
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host_name = platform.node().replace(" ", "")
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# Get Python executable path
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if platform.system() == "Windows":
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host_python = sys.executable.split(os.path.sep)[-2]
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else:
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host_python = sys.executable.split(os.path.sep)[-3]
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# Try to get git hash if possible
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git_hash = None
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dlc_basedir = os.path.dirname(os.path.dirname(__file__))
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try:
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git_hash = (
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subprocess.check_output(["git", "rev-parse", "HEAD"], cwd=dlc_basedir)
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.decode("utf-8")
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.strip()
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)
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except subprocess.CalledProcessError:
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# Not installed from git repo, e.g., pypi
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pass
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# Get device info (GPU or CPU)
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if torch.cuda.is_available():
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dev_type = "GPU"
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dev = [torch.cuda.get_device_name(torch.cuda.current_device())]
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else:
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from cpuinfo import get_cpu_info
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dev_type = "CPU"
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dev = [get_cpu_info()["brand_raw"]]
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return {
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"host_name": host_name,
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"op_sys": op_sys,
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"python": host_python,
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"device_type": dev_type,
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"device": dev,
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"freeze": list(freeze.freeze()),
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"python_version": sys.version,
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"git_hash": git_hash,
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"dlclive_version": VERSION,
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}
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def benchmark(
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video_path: str,
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model_path: str,
@@ -106,7 +41,6 @@ def benchmark(
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save_poses=False,
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draw_keypoint_names=False,
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cmap="bmy",
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get_sys_info=True,
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save_video=False,
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):
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"""
@@ -152,8 +86,6 @@ def benchmark(
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Whether to display keypoint names on video frames in the saved video.
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cmap : str, optional, default='bmy'
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Colormap from the colorcet library for keypoint visualization.
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get_sys_info : bool, optional, default=True
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Whether to print system information.
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save_video : bool, optional, default=False
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Whether to save the labeled video.
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@@ -268,9 +200,6 @@ def benchmark(
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if save_video:
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vwriter.release()
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if get_sys_info:
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print(get_system_info())
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if save_poses:
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individuals = dlc_live.read_config()["metadata"].get("individuals", [])
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n_individuals = len(individuals) or 1

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