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name: Check interpolation for many PDFs | ||
on: [push] | ||
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jobs: | ||
pdftest: | ||
runs-on: ubuntu-latest | ||
steps: | ||
- uses: actions/checkout@v3 | ||
- name: Setup Conda | ||
uses: conda-incubator/setup-miniconda@v2 | ||
with: | ||
python-version: "3.11" | ||
auto-update-conda: true | ||
- name: Install dependencies, package and LHAPDF | ||
shell: bash --login {0} | ||
run: | | ||
conda install lhapdf -c conda-forge | ||
pip install . | ||
lhapdf-management update --init | ||
- name: Test a random assortment of 100 PDFs | ||
shell: bash -l {0} | ||
run: | | ||
export PDFFLOW_LOG_LEVEL=0 | ||
python benchmarks_and_tests/test_many_pdfs.py --yes --verbose -n 50 |
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#!/usr/bin/env python | ||
""" | ||
This little script uses the lhapdf python interface to: | ||
1) Get the latest list of PDF sets | ||
2) Download a subset of them (or all) | ||
3) Test with a random set of points that the LHPADF and pdfflow produce the same result | ||
Uses lhapdf-management to install the PDFs programatically :) | ||
""" | ||
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import sys | ||
import tempfile | ||
from argparse import ArgumentParser | ||
from pathlib import Path | ||
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import lhapdf | ||
import numpy as np | ||
import pdfflow | ||
from lhapdf_management import environment, pdf_list, pdf_update | ||
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lhapdf.setVerbosity(0) | ||
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def _compare_w_lhapdf(pdf, npoints=1000, tolerance=1e-6): | ||
"""Compare a LHAPDF and pdfflow pdfs | ||
for an array of npoints""" | ||
# Now get a random member | ||
m = np.random.randint(len(loaded_pdf), dtype=int) | ||
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pdfflow_pdf = pdfflow.mkPDF(f"{pdf}/{m}") | ||
lhapdf_pdf = lhapdf.mkPDF(f"{pdf}/{m}") | ||
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# Get n points for x between 0 and 1 | ||
xx = np.random.rand(npoints) | ||
# And n points for q between 1 and 1e5 GeV | ||
qq = (1.0 + np.random.rand(npoints) * np.sqrt(pdfflow_pdf.q2max)) ** 2 | ||
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# Make sure the order is the same as in pdfflow | ||
flavors = pdf.info["Flavors"] | ||
lhapdf_results = lhapdf_pdf.xfxQ2(flavors, xx, qq) | ||
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lres = np.array(lhapdf_results) | ||
pres = pdfflow_pdf.py_xfxQ2_allpid(xx, qq).numpy() | ||
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np.testing.assert_allclose(pres, lres, rtol=tolerance) | ||
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if __name__ == "__main__": | ||
parser = ArgumentParser(description=__doc__) | ||
parser.add_argument("-d", "--dir", help="Directory where to download the sets", type=Path) | ||
parser.add_argument("-y", "--yes", help="Respond yes to every question", action="store_true") | ||
parser.add_argument("-v", "--verbose", help="Be verbose", action="store_true") | ||
parser.add_argument( | ||
"-a", | ||
"--all", | ||
help="Try really ALL sets, otherwise, do a random selection of N of them", | ||
action="store_true", | ||
) | ||
parser.add_argument( | ||
"-n", | ||
"--npdfs", | ||
help="If all is not given, hoy many PDFs to actually test (default 50)", | ||
type=int, | ||
default=50, | ||
) | ||
parser.add_argument( | ||
"-p", | ||
"--points", | ||
help="How many points in x/q to test per PDF set (default 1000)", | ||
type=int, | ||
default=1000, | ||
) | ||
parser.add_argument( | ||
"-t", "--tolerance", help="Tolerance for the test (default 1e-6)", type=float, default=1e-6 | ||
) | ||
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args = parser.parse_args() | ||
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if args.dir is None: | ||
target_dir = Path(tempfile.mkdtemp()) | ||
else: | ||
target_dir = args.dir | ||
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if not args.yes: | ||
print( | ||
f"""You are about to download a potentially large number of PDF sets to {target_dir.absolute()} | ||
This is likely to be heavy in both your storage and your bandwith.""" | ||
) | ||
yn = input(" > Do you want to continue? [Y/N] ") | ||
if not yn.lower() in ("y", "yes", "ye", "si"): | ||
sys.exit(0) | ||
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target_dir.mkdir(exist_ok=True) | ||
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# Set the datapath | ||
environment.datapath = target_dir | ||
lhapdf.setPaths([target_dir.as_posix()]) | ||
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# Get the latest PDF list | ||
pdf_update() | ||
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# And now list them all | ||
list_of_pdfs = pdf_list() | ||
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# if not --all, take a mask of N PDFs | ||
if not args.all: | ||
if args.npdfs > len(list_of_pdfs): | ||
raise ValueError( | ||
f"The value of N ({args.npdfs}) cannot be greater than the number of PDFs available ({len(list_of_pdfs)}), use --all if you just want to test all of them" | ||
) | ||
list_of_pdfs = np.random.choice(list_of_pdfs, size=args.npdfs, replace=False) | ||
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# And time to install! | ||
failed_pdfs = [] | ||
for pdf in list_of_pdfs: | ||
if args.verbose: | ||
print(f"Testing {pdf}... ", end="") | ||
try: | ||
pdf.install() | ||
# Try loading the PDF | ||
loaded_pdf = pdf.load() | ||
_compare_w_lhapdf(loaded_pdf, npoints=args.points, tolerance=args.tolerance) | ||
except Exception as e: | ||
# We are not going to care that much _how_ the failure happened | ||
if args.verbose: | ||
print(f"{pdf} failed!") | ||
failed_pdfs.append((pdf, e)) | ||
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if failed_pdfs: | ||
print("\nThe failed pdfs are: ") | ||
for pdf, error in failed_pdfs: | ||
print(f"{pdf} with {error}") | ||
raise Exception("Some PDFs failed!") | ||
else: | ||
print("\nNo PDF failed the test!") |