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/v0.17.0/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/v0.17.0/docs/examples/subinput.txt',
'role': None},
{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.17.0/docs/examples/anothersubinput.txt',
'role': None}]),
('sub2',
[{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.17.0/docs/examples/sub2input.txt',
'role': None}]),
('/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/bin/python',
[{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.17.0/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', 0.0001500000000209667),
('sub2', 0.00014999999994103064),
('/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/bin/python',
0.0023500000000353793)]
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': '823334a2-0625-4025-94f2-73e7eecd0fd9',
'start': {'time_utc': '2022-10-25T09:46:16.123'},
'stop': {'time_utc': '2022-10-25T09:46:16.132'},
'system': {'ctapipe_version': '0.17.0',
'ctapipe_resources_version': 'not installed',
'eventio_version': '1.10.0',
'ctapipe_svc_path': None,
'executable': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/bin/python',
'platform': {'architecture_bits': '64bit',
'architecture_linkage': 'ELF',
'machine': 'x86_64',
'processor': 'x86_64',
'node': 'build-18436802-project-702899-ctapipe',
'version': '#6-Ubuntu SMP Thu Mar 31 09:44:20 UTC 2022',
'system': 'Linux',
'release': '5.15.0-1004-aws',
'libcver': ('glibc', '2.27'),
'n_cpus': 2,
'boot_time': '2022-10-24T20:39:40.000'},
'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',
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'version': '2.10.3',
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{'name': 'python-dateutil',
'version': '2.8.2',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'pytz',
'version': '2022.5',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'pyzmq',
'version': '24.0.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'qtconsole',
'version': '5.3.2',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'readthedocs-sphinx-ext',
'version': '2.1.9',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'recommonmark',
'version': '0.5.0',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'requests',
'version': '2.28.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'scikit-learn',
'version': '1.1.2',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'scipy',
'version': '1.9.3',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'setuptools',
'version': '65.5.0',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'setuptools-scm',
'version': '7.0.5',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'six',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'sniffio',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'snowballstemmer',
'version': '2.2.0',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'soupsieve',
'version': '2.3.2.post1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'sphinx-automodapi',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'sphinx-rtd-theme',
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{'name': 'sphinxcontrib-applehelp',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'sphinxcontrib-devhelp',
'version': '1.0.2',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'sphinxcontrib-htmlhelp',
'version': '2.0.0',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'sphinxcontrib-jsmath',
'version': '1.0.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'sphinxcontrib-qthelp',
'version': '1.0.3',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'sphinxcontrib-serializinghtml',
'version': '1.1.5',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'stack-data',
'version': '0.5.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'tables',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'terminado',
'version': '0.16.0',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'threadpoolctl',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'tinycss2',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'tomli',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'tornado',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'tqdm',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'traitlets',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'typing-extensions',
'version': '4.4.0',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'urllib3',
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'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'wcwidth',
'version': '0.2.5',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'webencodings',
'version': '0.5.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'websocket-client',
'version': '1.4.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'wheel',
'version': '0.37.1',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'widgetsnbextension',
'version': '4.0.3',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'zipp',
'version': '3.10.0',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages'},
{'name': 'zstandard',
'version': '0.18.0',
'path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/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/v0.17.0/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/v0.17.0/lib/python3.8/site-packages/ipykernel_launcher.py',
'-f',
'/tmp/tmp93r2rkpb.json',
'--HistoryManager.hist_file=:memory:'],
'start_time_utc': '2022-10-25T09:46:16.131'},
'input': [{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.17.0/docs/examples/subinput.txt',
'role': None},
{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.17.0/docs/examples/anothersubinput.txt',
'role': None}],
'output': [{'url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.17.0/docs/examples/suboutput.txt',
'role': None}],
'status': 'sub',
'duration_min': 0.0001500000000209667}
This can be better represented in JSON:
[7]:
print(p.as_json(indent=2))
[
{
"activity_name": "sub",
"activity_uuid": "823334a2-0625-4025-94f2-73e7eecd0fd9",
"start": {
"time_utc": "2022-10-25T09:46:16.123"
},
"stop": {
"time_utc": "2022-10-25T09:46:16.132"
},
"system": {
"ctapipe_version": "0.17.0",
"ctapipe_resources_version": "not installed",
"eventio_version": "1.10.0",
"ctapipe_svc_path": null,
"executable": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/bin/python",
"platform": {
"architecture_bits": "64bit",
"architecture_linkage": "ELF",
"machine": "x86_64",
"processor": "x86_64",
"node": "build-18436802-project-702899-ctapipe",
"version": "#6-Ubuntu SMP Thu Mar 31 09:44:20 UTC 2022",
"system": "Linux",
"release": "5.15.0-1004-aws",
"libcver": [
"glibc",
"2.27"
],
"n_cpus": 2,
"boot_time": "2022-10-24T20:39:40.000"
},
"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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},
{
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages"
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},
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages"
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{
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages"
},
{
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages"
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{
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages"
},
{
"name": "bleach",
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/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/v0.17.0/lib/python3.8/site-packages"
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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/v0.17.0/lib/python3.8/site-packages"
},
{
"name": "defusedxml",
"version": "0.7.1",
"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages"
},
{
"name": "docutils",
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages"
},
{
"name": "entrypoints",
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages"
},
{
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages"
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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/v0.17.0/lib/python3.8/site-packages"
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{
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"path": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages"
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{
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},
"environment": {
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"CONDA_PREFIX": null,
"CONDA_PYTHON_EXE": null,
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"CONDA_PROMPT_MODIFIER": null,
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"PATH": "/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/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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"/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages/ipykernel_launcher.py",
"-f",
"/tmp/tmp93r2rkpb.json",
"--HistoryManager.hist_file=:memory:"
],
"start_time_utc": "2022-10-25T09:46:16.123"
},
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{
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"role": null
}
],
"output": [],
"status": "completed",
"duration_min": 0.0023500000000353793
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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
[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': '823334a2-0625-4025-94f2-73e7eecd0fd9',
'activity.0.duration_min': 0.0001500000000209667,
'activity.0.input.0.role': None,
'activity.0.input.0.url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.17.0/docs/examples/subinput.txt',
'activity.0.input.1.role': None,
'activity.0.input.1.url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.17.0/docs/examples/anothersubinput.txt',
'activity.0.output.0.role': None,
'activity.0.output.0.url': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/checkouts/v0.17.0/docs/examples/suboutput.txt',
'activity.0.start.time_utc': '2022-10-25T09:46:16.123',
'activity.0.status': 'sub',
'activity.0.stop.time_utc': '2022-10-25T09:46:16.132',
'activity.0.system.arguments.0': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages/ipykernel_launcher.py',
'activity.0.system.arguments.1': '-f',
'activity.0.system.arguments.2': '/tmp/tmp93r2rkpb.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': '0.17.0',
'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/v0.17.0/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': '1.10.0',
'activity.0.system.executable': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/bin/python',
'activity.0.system.platform.architecture_bits': '64bit',
'activity.0.system.platform.architecture_linkage': 'ELF',
'activity.0.system.platform.boot_time': '2022-10-24T20:39:40.000',
'activity.0.system.platform.libcver': ('glibc', '2.27'),
'activity.0.system.platform.machine': 'x86_64',
'activity.0.system.platform.n_cpus': 2,
'activity.0.system.platform.node': 'build-18436802-project-702899-ctapipe',
'activity.0.system.platform.processor': 'x86_64',
'activity.0.system.platform.release': '5.15.0-1004-aws',
'activity.0.system.platform.system': 'Linux',
'activity.0.system.platform.version': '#6-Ubuntu SMP Thu Mar 31 09:44:20 UTC '
'2022',
'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/v0.17.0/lib/python3.8/site-packages',
'activity.0.system.python.packages.0.version': '2.10.3',
'activity.0.system.python.packages.1.name': 'Jinja2',
'activity.0.system.python.packages.1.path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages',
'activity.0.system.python.packages.1.version': '3.0.3',
'activity.0.system.python.packages.10.name': 'anyio',
'activity.0.system.python.packages.10.path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages',
'activity.0.system.python.packages.10.version': '3.6.2',
'activity.0.system.python.packages.100.name': 'scikit-learn',
'activity.0.system.python.packages.100.path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages',
'activity.0.system.python.packages.100.version': '1.1.2',
'activity.0.system.python.packages.101.name': 'scipy',
'activity.0.system.python.packages.101.path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages',
'activity.0.system.python.packages.101.version': '1.9.3',
'activity.0.system.python.packages.102.name': 'setuptools',
'activity.0.system.python.packages.102.path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages',
'activity.0.system.python.packages.102.version': '65.5.0',
'activity.0.system.python.packages.103.name': 'setuptools-scm',
'activity.0.system.python.packages.103.path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages',
'activity.0.system.python.packages.103.version': '7.0.5',
'activity.0.system.python.packages.104.name': 'six',
'activity.0.system.python.packages.104.path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages',
'activity.0.system.python.packages.104.version': '1.16.0',
'activity.0.system.python.packages.105.name': 'sniffio',
'activity.0.system.python.packages.105.path': '/home/docs/checkouts/readthedocs.org/user_builds/ctapipe/envs/v0.17.0/lib/python3.8/site-packages',
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