Note
Go to the end to download the full example code.
Using the ctapipe Provenance service#
The provenance functionality is used automatically when you use most of
ctapipe functionality (particularly ctapipe.core.Tool and functions
in ctapipe.io and ctapipe.utils), so normally you don’t have to
work with it directly. It tracks both input and output files, as well as
details of the machine and software environment on which a Tool
executed.
Here we show some very low-level functions of this system:
16 from pprint import pprint
17
18 from ctapipe.core import Provenance
Activities#
The basis of Provenance is an activity, which is generally an executable or step in a script. Activities can be nested (e.g. with sub-activities), as shown below, but normally this is not required:
29 p = Provenance() # note this is a singleton, so only ever one global provenence object
30 p.clear()
31 p.start_activity()
32 p.add_input_file("test.txt")
33
34 p.start_activity("sub")
35 p.add_input_file("subinput.txt")
36 p.add_input_file("anothersubinput.txt")
37 p.add_output_file("suboutput.txt")
38 p.finish_activity("sub")
39
40 p.start_activity("sub2")
41 p.add_input_file("sub2input.txt")
42 p.finish_activity("sub2")
43
44 p.finish_activity()
/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/2868/lib/python3.10/site-packages/ctapipe/core/provenance.py:280: MissingReferenceMetadata: Could not read reference metadata for input file: /home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/2868/examples/core/test.txt
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/2868/lib/python3.10/site-packages/ctapipe/core/provenance.py:280: MissingReferenceMetadata: Could not read reference metadata for input file: /home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/2868/examples/core/subinput.txt
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/2868/lib/python3.10/site-packages/ctapipe/core/provenance.py:280: MissingReferenceMetadata: Could not read reference metadata for input file: /home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/2868/examples/core/anothersubinput.txt
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/2868/lib/python3.10/site-packages/ctapipe/core/provenance.py:280: MissingReferenceMetadata: Could not read reference metadata for input file: /home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/2868/examples/core/suboutput.txt
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/2868/lib/python3.10/site-packages/ctapipe/core/provenance.py:280: MissingReferenceMetadata: Could not read reference metadata for input file: /home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/2868/examples/core/sub2input.txt
warnings.warn(
['sub', 'sub2', '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/2868/bin/python']
Activities have associated input and output entities (files or other objects)
55 [(x["activity_name"], x["input"]) for x in p.provenance]
[('sub', [{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/2868/examples/core/subinput.txt', 'role': None, 'reference_meta': None}, {'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/2868/examples/core/anothersubinput.txt', 'role': None, 'reference_meta': None}]), ('sub2', [{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/2868/examples/core/sub2input.txt', 'role': None, 'reference_meta': None}]), ('/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/2868/bin/python', [{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/2868/examples/core/test.txt', 'role': None, 'reference_meta': None}])]
Activities track when they were started and finished:
62 [(x["activity_name"], x["duration_min"]) for x in p.provenance]
[('sub', np.float64(0.003200000000020964)), ('sub2', np.float64(0.003200000000020964)), ('/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/2868/bin/python', np.float64(0.009633333333356475))]
Full provenance#
The provenance object is a list of activities, and for each lots of details are collected:
73 p.provenance[0]
{'activity_name': 'sub', 'activity_uuid': '89dd8b5a-9980-47b7-bbcc-7750b51e4e46', 'status': 'sub', 'start': {'time_utc': '2025-10-23T07:32:43.012'}, 'stop': {'time_utc': '2025-10-23T07:32:43.204'}, 'system': {'ctapipe_version': '0.27.1.dev15+g1af6977ab', 'ctapipe_svc_path': None, 'executable': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/2868/bin/python', 'platform': {'architecture_bits': '64bit', 'architecture_linkage': '', 'machine': 'x86_64', 'processor': 'x86_64', 'node': 'build-30049631-project-702899-ctapipe', 'version': '#31-Ubuntu SMP Wed Apr 23 18:42:41 UTC 2025', 'system': 'Linux', 'release': '6.8.0-1029-aws', 'libcver': ('glibc', '2.39'), 'n_cpus': 2, 'boot_time': '2025-10-22T19:55:31.000'}, 'python': {'version_string': '3.10.17 (main, May 6 2025, 09:51:53) [GCC 13.2.0]', 'version': ('3', '10', '17'), 'compiler': 'GCC 13.2.0', 'implementation': 'CPython', 'packages': [{'name': 'accessible-pygments', 'version': '0.0.5'}, {'name': 'alabaster', 'version': '1.0.0'}, {'name': 'anyio', 'version': '4.11.0'}, {'name': 'argon2-cffi', 'version': '25.1.0'}, {'name': 'argon2-cffi-bindings', 'version': '25.1.0'}, {'name': 'arrow', 'version': '1.4.0'}, {'name': 'astropy', 'version': '6.1.7'}, {'name': 'astropy-iers-data', 'version': '0.2025.10.20.0.39.8'}, {'name': 'asttokens', 'version': '3.0.0'}, {'name': 'async-lru', 'version': '2.0.5'}, {'name': 'attrs', 'version': '25.4.0'}, {'name': 'babel', 'version': '2.17.0'}, {'name': 'beautifulsoup4', 'version': '4.14.2'}, {'name': 'bleach', 'version': '6.2.0'}, {'name': 'blosc2', 'version': '3.10.2'}, {'name': 'bokeh', 'version': '3.8.0'}, {'name': 'certifi', 'version': '2025.10.5'}, {'name': 'cffi', 'version': '2.0.0'}, {'name': 'charset-normalizer', 'version': '3.4.4'}, {'name': 'click', 'version': '8.3.0'}, {'name': 'comm', 'version': '0.2.3'}, {'name': 'contourpy', 'version': '1.3.2'}, {'name': 'corsikaio', 'version': '0.5.0'}, {'name': 'ctapipe', 'version': '0.27.1.dev15+g1af6977ab'}, {'name': 'cycler', 'version': '0.12.1'}, {'name': 'debugpy', 'version': '1.8.17'}, {'name': 'decorator', 'version': '5.2.1'}, {'name': 'defusedxml', 'version': '0.7.1'}, {'name': 'docutils', 'version': '0.21.2'}, {'name': 'eventio', 'version': '1.16.1'}, {'name': 'exceptiongroup', 'version': '1.3.0'}, {'name': 'executing', 'version': '2.2.1'}, {'name': 'fastjsonschema', 'version': '2.21.2'}, {'name': 'ffmpeg-python', 'version': '0.2.0'}, {'name': 'fonttools', 'version': '4.60.1'}, {'name': 'fqdn', 'version': '1.5.1'}, {'name': 'future', 'version': '1.0.0'}, {'name': 'graphviz', 'version': '0.21'}, {'name': 'h11', 'version': '0.16.0'}, {'name': 'httpcore', 'version': '1.0.9'}, {'name': 'httpx', 'version': '0.28.1'}, {'name': 'idna', 'version': '3.11'}, {'name': 'imagesize', 'version': '1.4.1'}, {'name': 'iminuit', 'version': '2.31.1'}, {'name': 'ipykernel', 'version': '7.0.1'}, {'name': 'ipython', 'version': '8.37.0'}, {'name': 'ipywidgets', 'version': '8.1.7'}, {'name': 'isoduration', 'version': '20.11.0'}, {'name': 'jedi', 'version': '0.19.2'}, {'name': 'Jinja2', 'version': '3.1.6'}, {'name': 'joblib', 'version': '1.5.2'}, {'name': 'json5', 'version': '0.12.1'}, {'name': 'jsonpointer', 'version': '3.0.0'}, {'name': 'jsonschema', 'version': '4.25.1'}, {'name': 'jsonschema-specifications', 'version': '2025.9.1'}, {'name': 'jupyter', 'version': '1.1.1'}, {'name': 'jupyter-console', 'version': '6.6.3'}, {'name': 'jupyter-events', 'version': '0.12.0'}, {'name': 'jupyter-lsp', 'version': '2.3.0'}, {'name': 'jupyter_client', 'version': '8.6.3'}, {'name': 'jupyter_core', 'version': '5.9.1'}, {'name': 'jupyter_server', 'version': '2.17.0'}, {'name': 'jupyter_server_terminals', 'version': '0.5.3'}, {'name': 'jupyterlab', 'version': '4.4.10'}, {'name': 'jupyterlab_pygments', 'version': '0.3.0'}, {'name': 'jupyterlab_server', 'version': '2.28.0'}, {'name': 'jupyterlab_widgets', 'version': '3.0.15'}, {'name': 'kiwisolver', 'version': '1.4.9'}, {'name': 'lark', 'version': '1.3.0'}, {'name': 'latexcodec', 'version': '3.0.1'}, {'name': 'llvmlite', 'version': '0.45.1'}, {'name': 'MarkupSafe', 'version': '3.0.3'}, {'name': 'matplotlib', 'version': '3.10.7'}, {'name': 'matplotlib-inline', 'version': '0.1.7'}, {'name': 'mistune', 'version': '3.1.4'}, {'name': 'msgpack', 'version': '1.1.2'}, {'name': 'narwhals', 'version': '2.9.0'}, {'name': 'nbclient', 'version': '0.10.2'}, {'name': 'nbconvert', 'version': '7.16.6'}, {'name': 'nbformat', 'version': '5.10.4'}, {'name': 'nbsphinx', 'version': '0.9.7'}, {'name': 'ndindex', 'version': '1.10.0'}, {'name': 'nest-asyncio', 'version': '1.6.0'}, {'name': 'notebook', 'version': '7.4.7'}, {'name': 'notebook_shim', 'version': '0.2.4'}, {'name': 'numba', 'version': '0.62.1'}, {'name': 'numexpr', 'version': '2.14.1'}, {'name': 'numpy', 'version': '2.2.6'}, {'name': 'numpydoc', 'version': '1.9.0'}, {'name': 'overrides', 'version': '7.7.0'}, {'name': 'packaging', 'version': '25.0'}, {'name': 'pandas', 'version': '2.3.3'}, {'name': 'pandocfilters', 'version': '1.5.1'}, {'name': 'parso', 'version': '0.8.5'}, {'name': 'pexpect', 'version': '4.9.0'}, {'name': 'pillow', 'version': '12.0.0'}, {'name': 'pip', 'version': '25.2'}, {'name': 'platformdirs', 'version': '4.5.0'}, {'name': 'prometheus_client', 'version': '0.23.1'}, {'name': 'prompt_toolkit', 'version': '3.0.52'}, {'name': 'psutil', 'version': '7.1.1'}, {'name': 'ptyprocess', 'version': '0.7.0'}, {'name': 'pure_eval', 'version': '0.2.3'}, {'name': 'py-cpuinfo', 'version': '9.0.0'}, {'name': 'pybtex', 'version': '0.25.1'}, {'name': 'pybtex-docutils', 'version': '1.0.3'}, {'name': 'pycparser', 'version': '2.23'}, {'name': 'pydata-sphinx-theme', 'version': '0.16.1'}, {'name': 'pyerfa', 'version': '2.0.1.5'}, {'name': 'Pygments', 'version': '2.19.2'}, {'name': 'pyirf', 'version': '0.13.0'}, {'name': 'pypandoc', 'version': '1.15'}, {'name': 'pyparsing', 'version': '3.2.5'}, {'name': 'python-dateutil', 'version': '2.9.0.post0'}, {'name': 'python-json-logger', 'version': '4.0.0'}, {'name': 'pytz', 'version': '2025.2'}, {'name': 'PyYAML', 'version': '6.0.3'}, {'name': 'pyzmq', 'version': '27.1.0'}, {'name': 'referencing', 'version': '0.37.0'}, {'name': 'requests', 'version': '2.32.5'}, {'name': 'rfc3339-validator', 'version': '0.1.4'}, {'name': 'rfc3986-validator', 'version': '0.1.1'}, {'name': 'rfc3987-syntax', 'version': '1.1.0'}, {'name': 'rpds-py', 'version': '0.28.0'}, {'name': 'scikit-learn', 'version': '1.7.2'}, {'name': 'scipy', 'version': '1.15.3'}, {'name': 'Send2Trash', 'version': '1.8.3'}, {'name': 'setuptools', 'version': '80.9.0'}, {'name': 'six', 'version': '1.17.0'}, {'name': 'sniffio', 'version': '1.3.1'}, {'name': 'snowballstemmer', 'version': '3.0.1'}, {'name': 'soupsieve', 'version': '2.8'}, {'name': 'Sphinx', 'version': '8.1.3'}, {'name': 'sphinx-automodapi', 'version': '0.20.0'}, {'name': 'sphinx-gallery', 'version': '0.19.0'}, {'name': 'sphinx_changelog', 'version': '1.6.0'}, {'name': 'sphinx_design', 'version': '0.6.1'}, {'name': 'sphinxcontrib-applehelp', 'version': '2.0.0'}, {'name': 'sphinxcontrib-bibtex', 'version': '2.6.5'}, {'name': 'sphinxcontrib-devhelp', 'version': '2.0.0'}, {'name': 'sphinxcontrib-htmlhelp', 'version': '2.1.0'}, {'name': 'sphinxcontrib-jsmath', 'version': '1.0.1'}, {'name': 'sphinxcontrib-qthelp', 'version': '2.0.0'}, {'name': 'sphinxcontrib-serializinghtml', 'version': '2.0.0'}, {'name': 'stack-data', 'version': '0.6.3'}, {'name': 'tables', 'version': '3.10.1'}, {'name': 'terminado', 'version': '0.18.1'}, {'name': 'threadpoolctl', 'version': '3.6.0'}, {'name': 'tinycss2', 'version': '1.4.0'}, {'name': 'tomli', 'version': '2.3.0'}, {'name': 'tornado', 'version': '6.5.2'}, {'name': 'towncrier', 'version': '24.8.0'}, {'name': 'tqdm', 'version': '4.67.1'}, {'name': 'traitlets', 'version': '5.14.3'}, {'name': 'typing_extensions', 'version': '4.15.0'}, {'name': 'tzdata', 'version': '2025.2'}, {'name': 'uri-template', 'version': '1.3.0'}, {'name': 'urllib3', 'version': '2.5.0'}, {'name': 'wcwidth', 'version': '0.2.14'}, {'name': 'webcolors', 'version': '24.11.1'}, {'name': 'webencodings', 'version': '0.5.1'}, {'name': 'websocket-client', 'version': '1.9.0'}, {'name': 'wheel', 'version': '0.40.0'}, {'name': 'widgetsnbextension', 'version': '4.0.14'}, {'name': 'xyzservices', 'version': '2025.4.0'}, {'name': 'zstandard', 'version': '0.25.0'}]}, 'environment': {'CONDA_DEFAULT_ENV': None, 'CONDA_PREFIX': None, 'CONDA_PYTHON_EXE': None, 'CONDA_EXE': None, 'CONDA_PROMPT_MODIFIER': None, 'CONDA_SHLVL': None, 'PATH': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/2868/bin:/home/docs/.asdf/shims:/home/docs/.asdf/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin', 'LD_LIBRARY_PATH': None, 'DYLD_LIBRARY_PATH': None, 'USER': None, 'HOME': '/home/docs', 'SHELL': None}, 'arguments': ['/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/2868/examples/core/provenance.py'], 'start_time_utc': '2025-10-23T07:32:43.203'}, 'input': [{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/2868/examples/core/subinput.txt', 'role': None, 'reference_meta': None}, {'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/2868/examples/core/anothersubinput.txt', 'role': None, 'reference_meta': None}], 'output': [{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/2868/examples/core/suboutput.txt', 'role': None, 'reference_meta': None}], 'exit_code': 0, 'duration_min': np.float64(0.003200000000020964)}
This can be better represented in JSON:
80 print(p.as_json(indent=2))
[
{
"activity_name": "sub",
"activity_uuid": "89dd8b5a-9980-47b7-bbcc-7750b51e4e46",
"status": "sub",
"start": {
"time_utc": "2025-10-23T07:32:43.012"
},
"stop": {
"time_utc": "2025-10-23T07:32:43.204"
},
"system": {
"ctapipe_version": "0.27.1.dev15+g1af6977ab",
"ctapipe_svc_path": null,
"executable": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/2868/bin/python",
"platform": {
"architecture_bits": "64bit",
"architecture_linkage": "",
"machine": "x86_64",
"processor": "x86_64",
"node": "build-30049631-project-702899-ctapipe",
"version": "#31-Ubuntu SMP Wed Apr 23 18:42:41 UTC 2025",
"system": "Linux",
"release": "6.8.0-1029-aws",
"libcver": [
"glibc",
"2.39"
],
"n_cpus": 2,
"boot_time": "2025-10-22T19:55:31.000"
},
"python": {
"version_string": "3.10.17 (main, May 6 2025, 09:51:53) [GCC 13.2.0]",
"version": [
"3",
"10",
"17"
],
"compiler": "GCC 13.2.0",
"implementation": "CPython",
"packages": [
{
"name": "accessible-pygments",
"version": "0.0.5"
},
{
"name": "alabaster",
"version": "1.0.0"
},
{
"name": "anyio",
"version": "4.11.0"
},
{
"name": "argon2-cffi",
"version": "25.1.0"
},
{
"name": "argon2-cffi-bindings",
"version": "25.1.0"
},
{
"name": "arrow",
"version": "1.4.0"
},
{
"name": "astropy",
"version": "6.1.7"
},
{
"name": "astropy-iers-data",
"version": "0.2025.10.20.0.39.8"
},
{
"name": "asttokens",
"version": "3.0.0"
},
{
"name": "async-lru",
"version": "2.0.5"
},
{
"name": "attrs",
"version": "25.4.0"
},
{
"name": "babel",
"version": "2.17.0"
},
{
"name": "beautifulsoup4",
"version": "4.14.2"
},
{
"name": "bleach",
"version": "6.2.0"
},
{
"name": "blosc2",
"version": "3.10.2"
},
{
"name": "bokeh",
"version": "3.8.0"
},
{
"name": "certifi",
"version": "2025.10.5"
},
{
"name": "cffi",
"version": "2.0.0"
},
{
"name": "charset-normalizer",
"version": "3.4.4"
},
{
"name": "click",
"version": "8.3.0"
},
{
"name": "comm",
"version": "0.2.3"
},
{
"name": "contourpy",
"version": "1.3.2"
},
{
"name": "corsikaio",
"version": "0.5.0"
},
{
"name": "ctapipe",
"version": "0.27.1.dev15+g1af6977ab"
},
{
"name": "cycler",
"version": "0.12.1"
},
{
"name": "debugpy",
"version": "1.8.17"
},
{
"name": "decorator",
"version": "5.2.1"
},
{
"name": "defusedxml",
"version": "0.7.1"
},
{
"name": "docutils",
"version": "0.21.2"
},
{
"name": "eventio",
"version": "1.16.1"
},
{
"name": "exceptiongroup",
"version": "1.3.0"
},
{
"name": "executing",
"version": "2.2.1"
},
{
"name": "fastjsonschema",
"version": "2.21.2"
},
{
"name": "ffmpeg-python",
"version": "0.2.0"
},
{
"name": "fonttools",
"version": "4.60.1"
},
{
"name": "fqdn",
"version": "1.5.1"
},
{
"name": "future",
"version": "1.0.0"
},
{
"name": "graphviz",
"version": "0.21"
},
{
"name": "h11",
"version": "0.16.0"
},
{
"name": "httpcore",
"version": "1.0.9"
},
{
"name": "httpx",
"version": "0.28.1"
},
{
"name": "idna",
"version": "3.11"
},
{
"name": "imagesize",
"version": "1.4.1"
},
{
"name": "iminuit",
"version": "2.31.1"
},
{
"name": "ipykernel",
"version": "7.0.1"
},
{
"name": "ipython",
"version": "8.37.0"
},
{
"name": "ipywidgets",
"version": "8.1.7"
},
{
"name": "isoduration",
"version": "20.11.0"
},
{
"name": "jedi",
"version": "0.19.2"
},
{
"name": "Jinja2",
"version": "3.1.6"
},
{
"name": "joblib",
"version": "1.5.2"
},
{
"name": "json5",
"version": "0.12.1"
},
{
"name": "jsonpointer",
"version": "3.0.0"
},
{
"name": "jsonschema",
"version": "4.25.1"
},
{
"name": "jsonschema-specifications",
"version": "2025.9.1"
},
{
"name": "jupyter",
"version": "1.1.1"
},
{
"name": "jupyter-console",
"version": "6.6.3"
},
{
"name": "jupyter-events",
"version": "0.12.0"
},
{
"name": "jupyter-lsp",
"version": "2.3.0"
},
{
"name": "jupyter_client",
"version": "8.6.3"
},
{
"name": "jupyter_core",
"version": "5.9.1"
},
{
"name": "jupyter_server",
"version": "2.17.0"
},
{
"name": "jupyter_server_terminals",
"version": "0.5.3"
},
{
"name": "jupyterlab",
"version": "4.4.10"
},
{
"name": "jupyterlab_pygments",
"version": "0.3.0"
},
{
"name": "jupyterlab_server",
"version": "2.28.0"
},
{
"name": "jupyterlab_widgets",
"version": "3.0.15"
},
{
"name": "kiwisolver",
"version": "1.4.9"
},
{
"name": "lark",
"version": "1.3.0"
},
{
"name": "latexcodec",
"version": "3.0.1"
},
{
"name": "llvmlite",
"version": "0.45.1"
},
{
"name": "MarkupSafe",
"version": "3.0.3"
},
{
"name": "matplotlib",
"version": "3.10.7"
},
{
"name": "matplotlib-inline",
"version": "0.1.7"
},
{
"name": "mistune",
"version": "3.1.4"
},
{
"name": "msgpack",
"version": "1.1.2"
},
{
"name": "narwhals",
"version": "2.9.0"
},
{
"name": "nbclient",
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Storing provenance info in output files#
already this can be stored in something like an HDF5 file header, which allows hierarchies.
Try to flatted the data so it can be stored in a key=value header in a FITS file (using the FITS extended keyword convention to allow >8 character keywords), or as a table
95 def flatten_dict(y):
96 out = {}
97
98 def flatten(x, name=""):
99 if isinstance(x, dict):
100 for a in x:
101 flatten(x[a], name + a + ".")
102 elif isinstance(x, list):
103 i = 0
104 for a in x:
105 flatten(a, name + str(i) + ".")
106 i += 1
107 else:
108 out[name[:-1]] = x
109
110 flatten(y)
111 return out
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'activity.2.system.python.packages.9.version': '2.0.5',
'activity.2.system.python.packages.90.name': 'packaging',
'activity.2.system.python.packages.90.version': '25.0',
'activity.2.system.python.packages.91.name': 'pandas',
'activity.2.system.python.packages.91.version': '2.3.3',
'activity.2.system.python.packages.92.name': 'pandocfilters',
'activity.2.system.python.packages.92.version': '1.5.1',
'activity.2.system.python.packages.93.name': 'parso',
'activity.2.system.python.packages.93.version': '0.8.5',
'activity.2.system.python.packages.94.name': 'pexpect',
'activity.2.system.python.packages.94.version': '4.9.0',
'activity.2.system.python.packages.95.name': 'pillow',
'activity.2.system.python.packages.95.version': '12.0.0',
'activity.2.system.python.packages.96.name': 'pip',
'activity.2.system.python.packages.96.version': '25.2',
'activity.2.system.python.packages.97.name': 'platformdirs',
'activity.2.system.python.packages.97.version': '4.5.0',
'activity.2.system.python.packages.98.name': 'prometheus_client',
'activity.2.system.python.packages.98.version': '0.23.1',
'activity.2.system.python.packages.99.name': 'prompt_toolkit',
'activity.2.system.python.packages.99.version': '3.0.52',
'activity.2.system.python.version': ('3', '10', '17'),
'activity.2.system.python.version_string': '3.10.17 (main, May 6 2025, '
'09:51:53) [GCC 13.2.0]',
'activity.2.system.start_time_utc': '2025-10-23T07:32:43.011'}
Total running time of the script: (0 minutes 0.629 seconds)