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:
[1]:
from ctapipe.core import Provenance
from pprint import pprint
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:
[2]:
p = Provenance() # note this is a singleton, so only ever one global provenence object
p.clear()
p.start_activity()
p.add_input_file("test.txt")
p.start_activity("sub")
p.add_input_file("subinput.txt")
p.add_input_file("anothersubinput.txt")
p.add_output_file("suboutput.txt")
p.finish_activity("sub")
p.start_activity("sub2")
p.add_input_file("sub2input.txt")
p.finish_activity("sub2")
p.finish_activity()
[3]:
p.finished_activity_names
[3]:
['sub',
'sub2',
'/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/bin/python']
Activities have associated input and output entities (files or other objects)
[4]:
[ (x['activity_name'], x['input']) for x in p.provenance]
[4]:
[('sub',
[{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.12.0-rtd/docs/examples/subinput.txt',
'role': None},
{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.12.0-rtd/docs/examples/anothersubinput.txt',
'role': None}]),
('sub2',
[{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.12.0-rtd/docs/examples/sub2input.txt',
'role': None}]),
('/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/bin/python',
[{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.12.0-rtd/docs/examples/test.txt',
'role': None}])]
Activities track when they were started and finished:
[5]:
[ (x['activity_name'],x['duration_min']) for x in p.provenance]
[5]:
[('sub', 0.00014999999994103064),
('sub2', 0.00014999999994103064),
('/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/bin/python',
0.0026833333334508325)]
Full provenance¶
The provence object is a list of activitites, and for each lots of details are collected:
[6]:
p.provenance[0]
[6]:
{'activity_name': 'sub',
'activity_uuid': '0b9a304c-235d-46fa-b521-cf6210e3c85d',
'start': {'time_utc': '2022-02-17T12:43:04.553'},
'stop': {'time_utc': '2022-02-17T12:43:04.562'},
'system': {'ctapipe_version': '0.12.1.dev1+g71bebb8f',
'ctapipe_resources_version': 'not installed',
'eventio_version': '1.5.2',
'ctapipe_svc_path': None,
'executable': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/bin/python',
'platform': {'architecture_bits': '64bit',
'architecture_linkage': 'ELF',
'machine': 'x86_64',
'processor': 'x86_64',
'node': 'build-16116316-project-702899-ctapipe',
'version': '#20~20.04.1-Ubuntu SMP Tue Sep 21 10:40:39 UTC 2021',
'system': 'Linux',
'release': '5.11.0-1019-aws',
'libcver': ('glibc', '2.27'),
'num_cpus': 2,
'boot_time': '2022-02-17T10:36:15.000'},
'python': {'version_string': '3.8.6 (default, Oct 19 2020, 15:10:29) \n[GCC 7.5.0]',
'version': ('3', '8', '6'),
'compiler': 'GCC 7.5.0',
'implementation': 'CPython',
'packages': [{'name': 'Babel',
'version': '2.9.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'Jinja2',
'version': '3.0.3',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'MarkupSafe',
'version': '2.0.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'Pillow',
'version': '9.0.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'PyYAML',
'version': '6.0',
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'version': '1.8.0',
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{'name': 'Sphinx',
'version': '3.5.4',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
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'version': '21.2.0',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'pyparsing',
'version': '3.0.7',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'pyrsistent',
'version': '0.18.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'python-dateutil',
'version': '2.8.2',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'pytz',
'version': '2021.3',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'pyzmq',
'version': '22.3.0',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'qtconsole',
'version': '5.2.2',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'readthedocs-sphinx-ext',
'version': '2.1.4',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'recommonmark',
'version': '0.5.0',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'requests',
'version': '2.27.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'scikit-learn',
'version': '1.0.2',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'scipy',
'version': '1.8.0',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'setuptools',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'setuptools-scm',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'six',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'snowballstemmer',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'sphinx-automodapi',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'sphinx-rtd-theme',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'sphinxcontrib-applehelp',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'sphinxcontrib-devhelp',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'sphinxcontrib-htmlhelp',
'version': '2.0.0',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'sphinxcontrib-jsmath',
'version': '1.0.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'sphinxcontrib-qthelp',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'sphinxcontrib-serializinghtml',
'version': '1.1.5',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'stack-data',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'tables',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'terminado',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'testpath',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'threadpoolctl',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'tomli',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'tornado',
'version': '6.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'tqdm',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'traitlets',
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{'name': 'typing-extensions',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'urllib3',
'version': '1.26.8',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'wcwidth',
'version': '0.2.5',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'webencodings',
'version': '0.5.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'wheel',
'version': '0.37.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'widgetsnbextension',
'version': '3.5.2',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'zipp',
'version': '3.7.0',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'},
{'name': 'zstandard',
'version': '0.17.0',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages'}]},
'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/v0.12.0-rtd/bin:/home/docs/.pyenv/shims:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/home/docs/.conda/bin:/home/docs/.pyenv/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/envs/v0.12.0-rtd/lib/python3.8/site-packages/ipykernel_launcher.py',
'-f',
'/tmp/tmpah4biyrn.json',
'--HistoryManager.hist_file=:memory:'],
'start_time_utc': '2022-02-17T12:43:04.561'},
'input': [{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.12.0-rtd/docs/examples/subinput.txt',
'role': None},
{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.12.0-rtd/docs/examples/anothersubinput.txt',
'role': None}],
'output': [{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.12.0-rtd/docs/examples/suboutput.txt',
'role': None}],
'status': 'sub',
'duration_min': 0.00014999999994103064}
This can be better represented in JSON:
[7]:
print(p.as_json(indent=2))
[
{
"activity_name": "sub",
"activity_uuid": "0b9a304c-235d-46fa-b521-cf6210e3c85d",
"start": {
"time_utc": "2022-02-17T12:43:04.553"
},
"stop": {
"time_utc": "2022-02-17T12:43:04.562"
},
"system": {
"ctapipe_version": "0.12.1.dev1+g71bebb8f",
"ctapipe_resources_version": "not installed",
"eventio_version": "1.5.2",
"ctapipe_svc_path": null,
"executable": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/bin/python",
"platform": {
"architecture_bits": "64bit",
"architecture_linkage": "ELF",
"machine": "x86_64",
"processor": "x86_64",
"node": "build-16116316-project-702899-ctapipe",
"version": "#20~20.04.1-Ubuntu SMP Tue Sep 21 10:40:39 UTC 2021",
"system": "Linux",
"release": "5.11.0-1019-aws",
"libcver": [
"glibc",
"2.27"
],
"num_cpus": 2,
"boot_time": "2022-02-17T10:36:15.000"
},
"python": {
"version_string": "3.8.6 (default, Oct 19 2020, 15:10:29) \n[GCC 7.5.0]",
"version": [
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],
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"packages": [
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},
{
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages"
},
{
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{
"name": "PyYAML",
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages"
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},
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{
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages"
},
{
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},
{
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages"
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{
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages"
},
{
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},
{
"name": "certifi",
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},
{
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{
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{
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages"
},
{
"name": "decorator",
"version": "5.1.1",
"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages"
},
{
"name": "defusedxml",
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages"
},
{
"name": "docutils",
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages"
},
{
"name": "entrypoints",
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages"
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{
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{
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages"
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{
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages"
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{
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{
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{
"name": "importlib-resources",
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages"
},
{
"name": "ipykernel",
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages"
},
{
"name": "ipython",
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages"
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{
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{
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{
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{
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]
},
"environment": {
"CONDA_DEFAULT_ENV": null,
"CONDA_PREFIX": null,
"CONDA_PYTHON_EXE": null,
"CONDA_EXE": null,
"CONDA_PROMPT_MODIFIER": null,
"CONDA_SHLVL": null,
"PATH": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/bin:/home/docs/.pyenv/shims:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/home/docs/.conda/bin:/home/docs/.pyenv/bin",
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"arguments": [
"/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages/ipykernel_launcher.py",
"-f",
"/tmp/tmpah4biyrn.json",
"--HistoryManager.hist_file=:memory:"
],
"start_time_utc": "2022-02-17T12:43:04.552"
},
"input": [
{
"url": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.12.0-rtd/docs/examples/test.txt",
"role": null
}
],
"output": [],
"status": "completed",
"duration_min": 0.0026833333334508325
}
]
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
[8]:
def flatten_dict(y):
out = {}
def flatten(x, name=''):
if type(x) is dict:
for a in x:
flatten(x[a], name + a + '.')
elif type(x) is list:
i = 0
for a in x:
flatten(a, name + str(i) + '.')
i += 1
else:
out[name[:-1]] = x
flatten(y)
return out
[9]:
d = dict(activity=p.provenance)
[10]:
pprint(flatten_dict(d))
{'activity.0.activity_name': 'sub',
'activity.0.activity_uuid': '0b9a304c-235d-46fa-b521-cf6210e3c85d',
'activity.0.duration_min': 0.00014999999994103064,
'activity.0.input.0.role': None,
'activity.0.input.0.url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.12.0-rtd/docs/examples/subinput.txt',
'activity.0.input.1.role': None,
'activity.0.input.1.url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.12.0-rtd/docs/examples/anothersubinput.txt',
'activity.0.output.0.role': None,
'activity.0.output.0.url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.12.0-rtd/docs/examples/suboutput.txt',
'activity.0.start.time_utc': '2022-02-17T12:43:04.553',
'activity.0.status': 'sub',
'activity.0.stop.time_utc': '2022-02-17T12:43:04.562',
'activity.0.system.arguments.0': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages/ipykernel_launcher.py',
'activity.0.system.arguments.1': '-f',
'activity.0.system.arguments.2': '/tmp/tmpah4biyrn.json',
'activity.0.system.arguments.3': '--HistoryManager.hist_file=:memory:',
'activity.0.system.ctapipe_resources_version': 'not installed',
'activity.0.system.ctapipe_svc_path': None,
'activity.0.system.ctapipe_version': '0.12.1.dev1+g71bebb8f',
'activity.0.system.environment.CONDA_DEFAULT_ENV': None,
'activity.0.system.environment.CONDA_EXE': None,
'activity.0.system.environment.CONDA_PREFIX': None,
'activity.0.system.environment.CONDA_PROMPT_MODIFIER': None,
'activity.0.system.environment.CONDA_PYTHON_EXE': None,
'activity.0.system.environment.CONDA_SHLVL': None,
'activity.0.system.environment.DYLD_LIBRARY_PATH': None,
'activity.0.system.environment.HOME': '/home/docs',
'activity.0.system.environment.LD_LIBRARY_PATH': None,
'activity.0.system.environment.PATH': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/bin:/home/docs/.pyenv/shims:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/home/docs/.conda/bin:/home/docs/.pyenv/bin',
'activity.0.system.environment.SHELL': None,
'activity.0.system.environment.USER': None,
'activity.0.system.eventio_version': '1.5.2',
'activity.0.system.executable': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/bin/python',
'activity.0.system.platform.architecture_bits': '64bit',
'activity.0.system.platform.architecture_linkage': 'ELF',
'activity.0.system.platform.boot_time': '2022-02-17T10:36:15.000',
'activity.0.system.platform.libcver': ('glibc', '2.27'),
'activity.0.system.platform.machine': 'x86_64',
'activity.0.system.platform.node': 'build-16116316-project-702899-ctapipe',
'activity.0.system.platform.num_cpus': 2,
'activity.0.system.platform.processor': 'x86_64',
'activity.0.system.platform.release': '5.11.0-1019-aws',
'activity.0.system.platform.system': 'Linux',
'activity.0.system.platform.version': '#20~20.04.1-Ubuntu SMP Tue Sep 21 '
'10:40:39 UTC 2021',
'activity.0.system.python.compiler': 'GCC 7.5.0',
'activity.0.system.python.implementation': 'CPython',
'activity.0.system.python.packages.0.name': 'Babel',
'activity.0.system.python.packages.0.path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages',
'activity.0.system.python.packages.0.version': '2.9.1',
'activity.0.system.python.packages.1.name': 'Jinja2',
'activity.0.system.python.packages.1.path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages',
'activity.0.system.python.packages.1.version': '3.0.3',
'activity.0.system.python.packages.10.name': 'argon2-cffi',
'activity.0.system.python.packages.10.path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages',
'activity.0.system.python.packages.10.version': '21.3.0',
'activity.0.system.python.packages.100.name': 'setuptools',
'activity.0.system.python.packages.100.path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages',
'activity.0.system.python.packages.100.version': '60.9.2',
'activity.0.system.python.packages.101.name': 'setuptools-scm',
'activity.0.system.python.packages.101.path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages',
'activity.0.system.python.packages.101.version': '6.4.2',
'activity.0.system.python.packages.102.name': 'six',
'activity.0.system.python.packages.102.path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages',
'activity.0.system.python.packages.102.version': '1.16.0',
'activity.0.system.python.packages.103.name': 'snowballstemmer',
'activity.0.system.python.packages.103.path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.12.0-rtd/lib/python3.8/site-packages',
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