From 9fe6698d24f5f8f5e96e215b4d0279a5ca5e988d Mon Sep 17 00:00:00 2001 From: ric-evans Date: Thu, 14 Nov 2024 15:53:45 -0600 Subject: [PATCH] Add all the files --- .github/workflows/wipac-cicd.yaml | 109 +++++++++++ .idea/.gitignore | 8 + .idea/inspectionProfiles/Project_Default.xml | 5 + .../inspectionProfiles/profiles_settings.xml | 6 + .idea/misc.xml | 24 +++ .idea/modules.xml | 8 + .idea/simprod-histogram.iml | 49 +++++ .idea/vcs.xml | 6 + .idea/watcherTasks.xml | 11 ++ resources/cp_src_histos_tree.sh | 127 +++++++++++++ scripts/aggregate_dataset_histos.py | 174 ++++++++++++++++++ scripts/display_histos.py | 117 ++++++++++++ .../histos/corsika_5comp_2002.pkl | Bin 0 -> 5115 bytes .../histos/corsika_5comp_2008.pkl | Bin 0 -> 5115 bytes .../histos/corsika_5comp_2012.pkl | Bin 0 -> 5115 bytes .../histos/corsika_5comp_2013.pkl | Bin 0 -> 5115 bytes .../histos/corsika_5comp_2015.pkl | Bin 0 -> 5115 bytes .../histos/corsika_5comp_2016.pkl | Bin 0 -> 5115 bytes 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a/.github/workflows/wipac-cicd.yaml b/.github/workflows/wipac-cicd.yaml new file mode 100644 index 0000000..f7c94ee --- /dev/null +++ b/.github/workflows/wipac-cicd.yaml @@ -0,0 +1,109 @@ +name: ci/cd + +on: + push: + branches: + - '**' + tags-ignore: + - '**' + +jobs: + + ########################################################################### + # LINTERS + ########################################################################### + + py-versions: + runs-on: ubuntu-latest + outputs: + matrix: ${{ steps.versions.outputs.matrix }} + steps: + - uses: actions/checkout@v3 + - id: versions + uses: WIPACrepo/wipac-dev-py-versions-action@from-args-only + with: + range: ">=3.10" + + flake8: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v3 + - uses: actions/setup-python@v4 + with: + python-version: '3.12' + - uses: WIPACrepo/wipac-dev-flake8-action@v1.1 + + mypy: + needs: [ py-versions ] + runs-on: ubuntu-latest + strategy: + fail-fast: false + matrix: + py3: ${{ fromJSON(needs.py-versions.outputs.matrix) }} + steps: + - uses: actions/checkout@v3 + - uses: actions/setup-python@v4 + with: + python-version: ${{ matrix.py3 }} + - uses: WIPACrepo/wipac-dev-mypy-action@v2.0 + + ########################################################################### + # FORMATTER + ########################################################################### + + code-format: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v3 + - uses: actions/setup-python@v4 + - name: Run Ruff for code formatting + run: | + pip install ruff + ruff check --select C408 --fix . --unsafe-fixes + - name: Commit formatted code + run: | + git config user.name github-actions + git config user.email github-actions@github.com + git add . + git commit -m " auto code format file(s)" || true + git push || true + + ########################################################################### + # UNIT TESTS + ########################################################################### + + unit-tests: + needs: [ py-versions ] + runs-on: ubuntu-latest + strategy: + fail-fast: false + matrix: + py3: ${{ fromJSON(needs.py-versions.outputs.matrix) }} + steps: + - uses: actions/checkout@v3 + - uses: actions/setup-python@v4 + with: + python-version: ${{ matrix.py3 }} + - run: | + pip install .[tests] + - name: Run unit tests + run: | + pytest -vvv tests/unit/ + + ########################################################################### + # RELEASE + ########################################################################### + + release: + if: github.ref == 'refs/heads/main' + needs: [ flake8, mypy, code-format, unit-tests ] + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v3 + with: + fetch-depth: 0 + token: ${{ secrets.GITHUB_TOKEN }} + - name: Python Semantic Release + uses: python-semantic-release/python-semantic-release@v7.34.6 + with: + github_token: ${{ secrets.GITHUB_TOKEN }} diff --git a/.idea/.gitignore b/.idea/.gitignore new file mode 100644 index 0000000..13566b8 --- /dev/null +++ b/.idea/.gitignore @@ -0,0 +1,8 @@ +# Default ignored files +/shelf/ +/workspace.xml +# Editor-based HTTP Client requests +/httpRequests/ +# Datasource local storage ignored files +/dataSources/ +/dataSources.local.xml diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml new file mode 100644 index 0000000..8d66637 --- /dev/null +++ b/.idea/inspectionProfiles/Project_Default.xml @@ -0,0 +1,5 @@ + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..105ce2d --- /dev/null +++ b/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml new file mode 100644 index 0000000..f9aa020 --- /dev/null +++ b/.idea/misc.xml @@ -0,0 +1,24 @@ + + + + + + + + + + + Python + + + + + PyTupleItemAssignmentInspection + + + + + + + \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml new file mode 100644 index 0000000..351c8eb --- /dev/null +++ b/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/simprod-histogram.iml b/.idea/simprod-histogram.iml new file mode 100644 index 0000000..6f5fcf8 --- /dev/null +++ b/.idea/simprod-histogram.iml @@ -0,0 +1,49 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 0000000..35eb1dd --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/.idea/watcherTasks.xml b/.idea/watcherTasks.xml new file mode 100644 index 0000000..86541a5 --- /dev/null +++ b/.idea/watcherTasks.xml @@ -0,0 +1,11 @@ + + + + + + + \ No newline at end of file diff --git a/resources/cp_src_histos_tree.sh b/resources/cp_src_histos_tree.sh new file mode 100755 index 0000000..2104c43 --- /dev/null +++ b/resources/cp_src_histos_tree.sh @@ -0,0 +1,127 @@ +#!/bin/bash + +######################################################################################## +# Script Name: Simprod Histogram Sampler +# +# Description: This script samples a subset of directories and files from a specified +# source directory, preserving the directory structure, and copies them +# to a destination directory in the user's home directory. It also provides +# an option for a dry run to preview actions without making changes. +# +# Usage: cp_src_histos_tree.sh [--dryrun] +# +# Parameters: +# SOURCE_DIR : The source directory containing the "*/histos" directories to sample from. +# --dryrun : Optional flag that, if provided, skips actual file and directory operations, +# outputting actions to be taken without modifying any files. +# +# Example: cp_src_histos_tree.sh /path/to/source --dryrun +# +# Notes: +# - Sampling percentages for directories and files are set to 10% by default. +# - A README.md summary file is created in the destination directory, logging +# the source information, sampling parameters, and resulting file statistics. +######################################################################################## + +if [ "$#" -lt 1 ]; then + echo "Usage: $0 [--dryrun]" + exit 1 +fi + +######################################################################################## + +# Verify that the provided SOURCE_DIR exists and is a directory +if [ ! -d "$1" ]; then + echo "Error: The specified source directory '$1' does not exist or is not a directory." + exit 1 +fi +SOURCE_DIR=$(realpath "$1") + +# Determine if the --dryrun flag is provided +DRYRUN=false +if [ "$2" == "--dryrun" ]; then + DRYRUN=true +fi + +######################################################################################## + +# Assign the source directory and force destination to the user's home directory +DEST_DIR=$(realpath "$HOME/simprod-histograms") # Define the destination under the user's home directory + +dir_sample_percentage=0.1 # 10% of directories +file_sample_percentage=0.1 # 10% of .pkl files in each selected directory + +######################################################################################## + +echo "Starting the sampling and copying process for Simprod Histograms..." +echo "Source directory: $SOURCE_DIR" +echo "Destination directory: $DEST_DIR" +echo "Dry run: $DRYRUN" +echo "Sampling $(echo "$dir_sample_percentage * 100" | bc)% of directories and $(echo "$file_sample_percentage * 100" | bc)% of .pkl files within each directory." + +# Prepare the destination directory +if [ "$DRYRUN" == true ]; then + echo "[DRYRUN] mkdir -p $DEST_DIR" +else + mkdir -p "$DEST_DIR" +fi + +# Initialize counters for sampled directories and files +sampled_dir_count=0 +sampled_file_count=0 + +# Find all directories matching "*/histos" and sample 10% of them +total_dirs=$(find "$SOURCE_DIR" -type d -path "*/histos" | wc -l) +sampled_dirs=$(echo "$total_dirs * $dir_sample_percentage" | bc | awk '{print int($1+0.5)}') + +find "$SOURCE_DIR" -type d -path "*/histos" | shuf -n "$sampled_dirs" | while read -r subdir; do + # Calculate the relative path from SOURCE_DIR and create the corresponding destination directory + relative_subdir="${subdir#"$SOURCE_DIR"/}" + dst_subdir="$DEST_DIR/$relative_subdir" + if [ "$DRYRUN" == true ]; then + echo "[DRYRUN] mkdir -p $dst_subdir" + else + mkdir -p "$dst_subdir" + fi + echo "Created directory: $dst_subdir" + ((sampled_dir_count++)) + + # Find and sample .pkl files, then copy each sampled file + total_files=$(find "$subdir" -type f -name "*.pkl" | wc -l) + sampled_files=$(echo "$total_files * $file_sample_percentage" | bc | awk '{print int($1+0.5)}') + + find "$subdir" -type f -name "*.pkl" | shuf -n "$sampled_files" | while read -r file; do + # Define the destination file path to maintain directory structure + dst_file="$dst_subdir/${file##*/}" + echo "Copying $file to $dst_file" + if [ "$DRYRUN" == true ]; then + echo "[DRYRUN] cp $file $dst_file" + else + cp "$file" "$dst_file" + fi + ((sampled_file_count++)) + done +done + +# Create a high-level README.md file in the main destination directory +readme_file="$DEST_DIR/README.md" +if [ "$DRYRUN" == false ]; then + { + echo "# Simprod Histograms" + echo + echo "This directory contains a sampled subset of histogram data files." + echo + echo "### Source Information" + echo "- **Source Directory**: $SOURCE_DIR" + echo "- **Sampling Parameters**: $(echo "$dir_sample_percentage * 100" | bc)% of directories and $(echo "$file_sample_percentage * 100" | bc)% of .pkl files within each selected directory." + echo + echo "### Destination Information" + echo "- **Destination Directory**: $DEST_DIR" + echo "- **Total Sampled Directories**: $sampled_dir_count" + echo "- **Total Sampled .pkl Files**: $sampled_file_count" + } >>"$readme_file" +else + echo "[DRYRUN] Writing README.md to $readme_file" +fi + +echo "Sampling and copying process complete. Summary written to $DEST_DIR/README.md." diff --git a/scripts/aggregate_dataset_histos.py b/scripts/aggregate_dataset_histos.py new file mode 100644 index 0000000..22ff2c7 --- /dev/null +++ b/scripts/aggregate_dataset_histos.py @@ -0,0 +1,174 @@ +"""Aggregate the dataset's job's histograms, by sampling.""" + +import argparse +import json +import logging +import math +import pickle +import random +from pathlib import Path +from typing import Iterator + +import h5py +import numpy as np + +SKIP_KEYS = ["filelist"] +HISTO_TYPES = [ + "PrimaryZenith", + "PrimaryCosZenith", + "PrimaryEnergy", + "PrimaryType", + "PrimaryMultiplicity", + "NMu", + "SecondaryZenith", + "SecondaryCosZenith", + "SecondaryEnergy", + "SecondaryType", + "CascadeEnergy", + "MuonLength", + "TauLength", + "LogMostEnergeticMuon", +] + + +def get_job_histo_files(dataset_dir: Path, sample_percentage: float) -> Iterator[Path]: + """Yield a sample of histogram files, each originating from a job.""" + sample_percentage = max(0.0, min(sample_percentage, 1.0)) + + # NOTE: we're randomly sampling evenly across all "job-range" subdirectories, + # this keeps memory down (iow, going dir-by-dir). However, it does + # mean the files are yielded in "job-range" order. This is fine for + # aggregating data. + + for subdir in dataset_dir.glob("*/histos"): + histo_files = list(subdir.glob("*.pkl")) + random.shuffle(histo_files) # randomly sample + sample_size = math.ceil(len(histo_files) * sample_percentage) # int is floor + logging.info( + f"sampling {sample_percentage * 100:.1f}% of histograms in {subdir.name}" + f"({sample_size}/{len(histo_files)} total)" + ) + yield from histo_files[:sample_size] + + +def update_aggregation(existing: dict, new: dict) -> dict: + """Incorporate the 'new' histogram with the existing aggregated histogram. + + Note: Does not normalize data + """ + if new["name"] != existing["name"]: + logging.warning( + f"new histogram '{new["name"]}' does not match existing histogram '{existing['name']}'" + ) + + def new_bin_values(): + if not existing["bin_values"]: + return new["bin_values"] + if len(existing["bin_values"]) != len(new["bin_values"]): + raise ValueError( + f"'bin_values' list must have the same length: " + f"{existing["bin_values"]} + {new["bin_values"]}" + ) + return [a + b for a, b in zip(existing["bin_values"], new["bin_values"])] + + existing.update( + { + "xmin": min(existing["xmin"], new["xmin"]), + "xmax": max(existing["xmax"], new["xmax"]), + "overflow": None, # TOD0 + "underflow": None, # TOD0 + "nan_count": existing["nan_count"] + new["nan_count"], + "bin_values": new_bin_values(), + "_sample_count": existing["_sample_count"] + 1, + } + ) + + return existing + + +def main() -> None: + """Do main.""" + parser = argparse.ArgumentParser() + parser.add_argument( + "path", + type=Path, + help="the dataset directory to grab pickled histograms", + ) + parser.add_argument( + "--sample-percentage", + type=float, + required=True, + help="the percentage of a dataset's histogram to be sampled (for each type)", + ) + parser.add_argument( + "--dest-dir", + type=Path, + required=True, + help="the destination directory to write a json file containing aggregated histograms", + ) + args = parser.parse_args() + args.path: Path # typehint to aid IDE + args.dest_dir: Path # ^^^ + + _main(args) + + +def _main(args: argparse.Namespace) -> None: + agg_histograms = { + t: { + "name": t, + "xmin": float("inf"), # any value will replace this one + "xmax": float("-inf"), # any value will replace this one + "overflow": None, + "underflow": None, + "nan_count": 0, + "bin_values": [], + "_sample_count": 0, + "_dataset_path": str(args.path.resolve()), + } + for t in HISTO_TYPES + } + + # build aggregated histograms + for job_file in get_job_histo_files(args.path, args.sample_percentage): + with open(job_file, "rb") as f: + contents = pickle.load(f) + for histo_type in contents.keys(): + if histo_type in SKIP_KEYS: + continue + elif histo_type not in HISTO_TYPES: + logging.warning(f"unknown histogram type: {histo_type}") + continue + # grab data + agg_histograms[histo_type] = update_aggregation( + agg_histograms[histo_type], contents[histo_type] + ) + + # average data + for histo in agg_histograms.values(): + histo.update( + { + "bin_values": [x / histo["_sample_count"] for x in histo["bin_values"]], + } + ) + + # + # write out aggregated-averaged histos + # -> json + with open(args.dest_dir / f"{args.path.name}.json", "w") as f: + json.dump(agg_histograms, f) # don't indent + # -> hdf5 + with h5py.File(args.dest_dir / f"{args.path.name}.hdf5", "w") as f: + for histo_type, histo in agg_histograms.items(): + group = f.create_group(histo_type) + for k, v in histo.items(): + if isinstance(v, list): + group.create_dataset(k, data=np.array(v)) + elif v is None: + group.attrs[k] = np.nan + else: + group.attrs[k] = v + + +if __name__ == "__main__": + main() diff --git a/scripts/display_histos.py b/scripts/display_histos.py new file mode 100644 index 0000000..a751ed5 --- /dev/null +++ b/scripts/display_histos.py @@ -0,0 +1,117 @@ +"""Display the histograms in a file.""" + +import argparse +import json +import math +import pickle +from pathlib import Path + +import h5py +import matplotlib.pyplot as plt +import numpy as np + + +def from_hdf5(fpath: Path): + """Load a non-nested dictionary from an HDF5 file.""" + data_dict = {} + + with h5py.File(fpath) as f: + for key in f.keys(): + sub_dict = {} + + # Read each dataset within the group + for sub_key, item in f[key].items(): + if isinstance(item, h5py.Dataset): + data = item[()] + if isinstance(data, np.ndarray): + sub_dict[sub_key] = data.tolist() + else: + sub_dict[sub_key] = data + + # Read each attribute within the group + for attr_key, attr_value in f[key].attrs.items(): + # Check if the attribute is NaN, and convert it back to None + if isinstance(attr_value, float) and np.isnan(attr_value): + sub_dict[attr_key] = None + else: + sub_dict[attr_key] = attr_value + + data_dict[key] = sub_dict + + return data_dict + + +def plot_histograms(histograms, cols=2): + """Plots multiple histograms in a grid layout with automatic font size adjustment for all text.""" + num_histograms = len(histograms) + rows = math.ceil(num_histograms / cols) + + # Calculate font sizes based on the grid size + base_font_size = 12 + font_size = max(6, base_font_size - int(0.4 * (rows * cols - 1))) + + # Adjust figsize to make each plot less tall + fig, axes = plt.subplots(rows, cols, figsize=(10 * cols, 3 * rows)) + axes = axes.flatten() # Flatten axes array for easy iteration + + for idx, (name, histo) in enumerate(histograms.items()): + ax = axes[idx] # Select the subplot axis + num_bins = len(histo["bin_values"]) + + # Compute x values for the bins + x_values = [ + histo["xmin"] + (histo["xmax"] - histo["xmin"]) * i / (num_bins - 1) + for i in range(num_bins) + ] + + # Plot the histogram + ax.bar( + x_values, + histo["bin_values"], + width=(histo["xmax"] - histo["xmin"]) / num_bins, + align="center", + ) + + # Set axis labels, title, and tick label sizes + ax.set_xlabel("Bins", fontsize=font_size) + ax.set_ylabel("Values", fontsize=font_size) + ax.set_title(histo["name"], fontsize=font_size + 2) + if sub := histo.get("_dataset_path"): + ax.set_title(f"{histo['name']}\n{sub}", fontsize=font_size) + + # Set tick parameters for both axes + ax.tick_params(axis="both", labelsize=font_size - 2) + + plt.tight_layout() + plt.show() + + +def main(): + """Display them.""" + parser = argparse.ArgumentParser() + parser.add_argument( + "path", + type=Path, + help="the dataset directory to grab pickled histograms", + ) + args = parser.parse_args() + args.path: Path # typehint to aid IDE + + # get histograms + if args.path.suffix in [".pickle", ".pkl"]: + with open(args.path, "rb") as f: + histograms = pickle.load(f) + elif args.path.suffix in [".json"]: + with open(args.path) as f: + histograms = json.load(f) + elif args.path.suffix in [".hdf5"]: + histograms = from_hdf5(args.path) + else: + raise RuntimeError(f"Unrecognized file type: {args.path}") + + # display with matplotlib + plot_histograms(histograms, cols=2) + + +if __name__ == "__main__": + main() diff --git 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Parameters**: 10.0% of directories and 10.0% of .pkl files within each selected directory. + +### Destination Information +- **Destination Directory**: /home/eevans/simprod-histograms +- **Total Sampled Directories**: 9 +- **Total Sampled .pkl Files**: 900 diff --git a/tests/unit/test_aggregate_dataset_histos.py b/tests/unit/test_aggregate_dataset_histos.py new file mode 100644 index 0000000..1e86e01 --- /dev/null +++ b/tests/unit/test_aggregate_dataset_histos.py @@ -0,0 +1,130 @@ +"""Tests for aggregate_dataset_histos.py""" + +import argparse +import json +import pickle +import sys +import tempfile +from pathlib import Path + +import h5py +import pytest + +project_root = Path(__file__).resolve().parents[2] +sys.path.insert(0, str(project_root)) +from scripts.aggregate_dataset_histos import ( + _main, + get_job_histo_files, + update_aggregation, +) + + +def test_100__get_job_histo_files_sampling(): + # Create a temporary dataset directory with histogram files + with tempfile.TemporaryDirectory() as tempdir: + dataset_dir = Path(tempdir) + subdir = dataset_dir / "job1/histos" + subdir.mkdir(parents=True) + + # Create mock histogram files + for i in range(10): + (subdir / f"histo_{i}.pkl").touch() + + # Sample 50% + sampled_files = list(get_job_histo_files(dataset_dir, sample_percentage=0.5)) + assert len(sampled_files) == 5 # Should sample 5 files out of 10 + + # Sample 100% + sampled_files = list(get_job_histo_files(dataset_dir, sample_percentage=1.0)) + assert len(sampled_files) == 10 # Should sample all 10 files + + # Sample 0% + sampled_files = list(get_job_histo_files(dataset_dir, sample_percentage=0.0)) + assert len(sampled_files) == 0 # Should sample none + + +def test_200__update_aggregation_matching_histogram(): + existing = { + "name": "PrimaryEnergy", + "xmin": 0.0, + "xmax": 10.0, + "nan_count": 5, + "bin_values": [1.0, 2.0, 3.0], + "_sample_count": 1, + } + new = { + "name": "PrimaryEnergy", + "xmin": 2.0, + "xmax": 8.0, + "nan_count": 2, + "bin_values": [0.5, 1.5, 2.5], + } + updated = update_aggregation(existing, new) + + # Check the updated values + assert updated["xmin"] == 0.0 # minimum of both xmin + assert updated["xmax"] == 10.0 # maximum of both xmax + assert updated["nan_count"] == 7 # nan_count is summed + assert updated["bin_values"] == [1.5, 3.5, 5.5] # bin_values are summed + assert updated["_sample_count"] == 2 # incremented sample count + + +def test_210__update_aggregation_histogram_length_mismatch(): + existing = { + "name": "PrimaryEnergy", + "bin_values": [1.0, 2.0], + "_sample_count": 1, + } + new = { + "name": "PrimaryEnergy", + "bin_values": [1.0, 2.0, 3.0], # different length + } + with pytest.raises(ValueError, match="bin_values list must have the same length"): + update_aggregation(existing, new) + + +def test_300__aggregate_histograms(): + # Mock some sample histograms and an output directory + sample_histograms = { + "PrimaryEnergy": { + "name": "PrimaryEnergy", + "xmin": 0.0, + "xmax": 10.0, + "nan_count": 0, + "bin_values": [10, 20, 30], + } + } + + with tempfile.TemporaryDirectory() as tempdir: + output_dir = Path(tempdir) + dataset_path = output_dir / "sample_dataset" + dataset_path.mkdir(parents=True) + + # Save mock histogram to dataset + histo_file = dataset_path / "histo_0.pkl" + with open(histo_file, "wb") as f: + pickle.dump(sample_histograms, f) + + # Prepare args + args = argparse.Namespace( + path=dataset_path, + sample_percentage=1.0, # sample everything + dest_dir=output_dir, + ) + + # Run main aggregation + _main(args=args) + + # Check output JSON and HDF5 files + json_file = output_dir / "sample_dataset.json" + assert json_file.exists() + with open(json_file, "r") as f: + data = json.load(f) + assert "PrimaryEnergy" in data + assert data["PrimaryEnergy"]["bin_values"] == [10, 20, 30] + + hdf5_file = output_dir / "sample_dataset.hdf5" + assert hdf5_file.exists() + with h5py.File(hdf5_file, "r") as f: + assert "PrimaryEnergy" in f + assert list(f["PrimaryEnergy/bin_values"][:]) == [10, 20, 30]