From db6f859a60d94c4f32148a90101d0db15a3b737c Mon Sep 17 00:00:00 2001 From: Pim Nelissen Date: Wed, 28 Jan 2026 15:54:34 +0100 Subject: [PATCH] improving logging setup --- docs/pg-rad-in-python.ipynb | 43 ++++++++++++++++--------------------- src/pg_rad/dataloader.py | 8 ++++--- src/pg_rad/landscape.py | 5 +++++ src/pg_rad/logger.py | 14 +++++++----- src/pg_rad/path.py | 9 +++++--- src/pg_rad/sources.py | 6 ++++++ 6 files changed, 50 insertions(+), 35 deletions(-) diff --git a/docs/pg-rad-in-python.ipynb b/docs/pg-rad-in-python.ipynb index 6245db2..560ba4f 100644 --- a/docs/pg-rad-in-python.ipynb +++ b/docs/pg-rad-in-python.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "id": "415fdd25", "metadata": {}, "outputs": [], @@ -32,20 +32,15 @@ "from pg_rad.landscape import Landscape\n", "from pg_rad.sources import PointSource\n", "\n", - "from pg_rad.isotope import Isotope" - ] - }, - { - "cell_type": "markdown", - "id": "8431d39b", - "metadata": {}, - "source": [ - "## Loading a file" + "from pg_rad.isotope import Isotope\n", + "from pg_rad.logger import setup_logger\n", + "\n", + "setup_logger(log_level = \"INFO\")" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "id": "5a0e470a", "metadata": {}, "outputs": [], @@ -64,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "id": "2ec97553", "metadata": {}, "outputs": [ @@ -72,12 +67,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "2026-01-28 13:31:03,130 - INFO: Piecewise regression reduced path from 105 to 4 segments.\n" + "2026-01-28 15:53:22,182 - INFO: Piecewise regression reduced path from 105 to 4 segments.\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -117,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "id": "24f1159d", "metadata": {}, "outputs": [ @@ -158,17 +153,17 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "id": "91019da5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[PointSource(name=Source 1, pos=(100, 100, 0), isotope=Cs137, A=100 MBq)]" + "[PointSource(name=Source 2, pos=(100, 100, 0), isotope=Cs137, A=100 MBq)]" ] }, - "execution_count": 9, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -183,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "id": "7913fe1e", "metadata": {}, "outputs": [ @@ -194,13 +189,13 @@ " )" ] }, - "execution_count": 10, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -215,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "id": "df4715c1", "metadata": {}, "outputs": [ @@ -226,13 +221,13 @@ " )" ] }, - "execution_count": 11, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] diff --git a/src/pg_rad/dataloader.py b/src/pg_rad/dataloader.py index 029941f..866e18f 100644 --- a/src/pg_rad/dataloader.py +++ b/src/pg_rad/dataloader.py @@ -1,12 +1,13 @@ +import logging + import pandas as pd -from pg_rad.logger import setup_logger from pg_rad.exceptions import DataLoadError, InvalidCSVError -logger = setup_logger(__name__) +logger = logging.getLogger(__name__) def load_data(filename: str) -> pd.DataFrame: - logger.debug(f"Attempting to load data from {filename}") + logger.debug(f"Attempting to load file: {filename}") try: df = pd.read_csv(filename, delimiter=',') @@ -23,4 +24,5 @@ def load_data(filename: str) -> pd.DataFrame: logger.exception(f"Unexpected error while loading {filename}") raise DataLoadError("Unexpected error while loading data") from e + logger.debug(f"File loaded: {filename}") return df \ No newline at end of file diff --git a/src/pg_rad/landscape.py b/src/pg_rad/landscape.py index cd9e4f8..a3b3b83 100644 --- a/src/pg_rad/landscape.py +++ b/src/pg_rad/landscape.py @@ -1,3 +1,5 @@ +import logging + from matplotlib import pyplot as plt from matplotlib.patches import Circle import numpy as np @@ -5,6 +7,8 @@ import numpy as np from pg_rad.path import Path from pg_rad.sources import PointSource +logger = logging.getLogger(__name__) + class Landscape: """A generic Landscape that can contain a Path and sources. @@ -31,6 +35,7 @@ class Landscape: self.path: Path = None self.sources: list[PointSource] = [] + logger.debug("Landscape initialized.") def plot(self, z = 0): """Plot a slice of the world at a height `z`. diff --git a/src/pg_rad/logger.py b/src/pg_rad/logger.py index d0ba6b4..40b0c50 100644 --- a/src/pg_rad/logger.py +++ b/src/pg_rad/logger.py @@ -4,14 +4,18 @@ import pathlib import yaml -def setup_logger(name): - logger = logging.getLogger(name) - +def setup_logger(log_level: str = "WARNING"): + levels = ["DEBUG", "INFO", "WARNING", "ERROR", "CRITICAL"] + + if not log_level in levels: + raise ValueError(f"Log level must be one of {levels}.") + base_dir = pathlib.Path(__file__).resolve().parent config_file = base_dir / "configs" / "logging.yml" with open(config_file) as f: config = yaml.safe_load(f) - logging.config.dictConfig(config) - return logger \ No newline at end of file + config["loggers"]["root"]["level"] = log_level + + logging.config.dictConfig(config) \ No newline at end of file diff --git a/src/pg_rad/path.py b/src/pg_rad/path.py index 82215d5..f605ecb 100644 --- a/src/pg_rad/path.py +++ b/src/pg_rad/path.py @@ -1,4 +1,5 @@ from collections.abc import Sequence +import logging import math from matplotlib import pyplot as plt @@ -7,9 +8,8 @@ import pandas as pd import piecewise_regression from pg_rad.exceptions import ConvergenceError -from pg_rad.logger import setup_logger -logger = setup_logger(__name__) +logger = logging.getLogger(__name__) class PathSegment: def __init__(self, a: tuple[float, float], b: tuple[float, float]): @@ -73,6 +73,8 @@ class Path: self.z = z + logger.debug("Path created.") + def get_length(self) -> float: return sum([s.length for s in self.segments]) @@ -136,7 +138,7 @@ def simplify_path( pw_res = pw_fit.get_results() if pw_res == None: - logger.error("Piecewise regression failed to converge.") + logger.warning("Piecewise regression failed to converge.") raise ConvergenceError("Piecewise regression failed to converge.") est = pw_res['estimates'] @@ -184,4 +186,5 @@ def path_from_RT90( coord_pairs = list(zip(east_arr, north_arr)) path = Path(coord_pairs, **kwargs) + logger.debug("Loaded path from provided RT90 coordinates.") return path \ No newline at end of file diff --git a/src/pg_rad/sources.py b/src/pg_rad/sources.py index 9c85353..7d2d317 100644 --- a/src/pg_rad/sources.py +++ b/src/pg_rad/sources.py @@ -1,6 +1,10 @@ +import logging + from pg_rad.objects import Object from pg_rad.isotope import Isotope +logger = logging.getLogger(__name__) + class PointSource(Object): _id_counter = 1 def __init__( @@ -38,6 +42,8 @@ class PointSource(Object): self.activity = activity self.isotope = isotope self.color = color + + logger.debug(f"Source created: {self.name}") def __repr__(self): return f"PointSource(name={self.name}, pos={(self.x, self.y, self.z)}, isotope={self.isotope.name}, A={self.activity} MBq)" \ No newline at end of file