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Changelog of pm4py

pm4py 2.7.1 (2023.03.28)

Added

  • af4f00bca1ec7a3b0acc0421efe4bf895b324995
    • insertion graph-based O2O relationships in the OCEL
  • 0bb0bad37311fd45113440d97f53a5c8255ce89c
    • insertion lifecycle-based E2O relations in the OCEL
  • e6076a50216de31fdbd4dd00edd631a01c9e1bb7
    • another algorithm to split/sample OCELs (ancestors/descendants based)
  • 564e2c0ec976291c283fc1b24c5ebc2b6e452f12
    • algorithm for textual representation of OCEL
  • 3e5164b72835aaa29051f4fd6ce4329253a17f95
    • algorithm to cluster OCEL based on the lifecycle/interactions similarity
  • 70131091d88e5e8f2627b4ff7f70f8d479bd7738
    • new GPT-4 queries
  • f584641df13504f71c796752da1befc963f3ce3b
    • included some simplified single-SQL-query extractors

Changed

  • 70198faa1b674c3a4e4351ff251a9af504e16a4e
    • changing alignments interfacing in the simplified interface

Deprecated

Fixed

  • 8f5d5057f24bce7c3825e3f6d34b15e15bc15025
    • wrong condition in the visualization of the alignments table

Removed

Other

pm4py 2.7.0 (2023.03.23) -- Million Edition --

Added

  • ba126d3f4211cb237dae4b09dec5574224666237
    • initial OpenAI integration
  • 05b6425637768312bf4768a252ee410c3bd5a35c
    • easy-to-use (local computer) log extractors for Outlook, Windows events registry, Mozilla Firefox and Google Chrome

Changed

  • b3c17fe017bd57889845f398e08fa95d94a8c800
    • add flow id to silent transitions in BPMN Petri net conversion

Deprecated

Fixed

Removed

Other

pm4py 2.6.1 (2023.03.14)

Added

  • c9eac43f4b55883056a3540857b470ac18cc922e
    • extract_ocel_features method in the simplified interface
  • d2744bf87b0ce80ddc8d42a5b935424c36ffb82f
    • possibility to conisder additional event attributes in the convert_log_to_ocel method

Changed

  • 84e85c6e4715fe58159f6cfb83248d1cfa28bc8e
    • possibility to return additional information during the conversion of BPMN to Petri net

Deprecated

Fixed

  • e1b126c5adca8d5767375a6737a9d9378a9093c6
    • bug fix object-centric Petri nets discovery

Removed

Other

pm4py 2.6.0 (2023.03.13)

Added

  • 73254a80b3430140fac2ff023a6e356edc48dd0f
    • ILP miner (process discovery in ILP)
  • 7016026a2a514d529fe5cf9a49b4aa607d30183c
    • "timestamp grouping filter" and "consecutive activities" filters for Pandas dataframes
  • 4ba2a9e873c972c96fed8f3912f0dbaa8dfc96a1
    • added pm4py.insert_case_arrival_finish_rate, pm4py.insert_case_service_waiting_time, pm4py.extract_outcome_enriched_dataframe methods to the simplified interface (Pandas dataframes)
  • 18b250e38bcfeb08cda549df94de98ce5c5b484e
    • added baseline log clustering based on profiles (Song, Minseok, Christian W. Günther, and Wil MP Van der Aalst. "Trace clustering in process mining." Business Process Management Workshops: BPM 2008. )
  • 690716015f2452702b8f045e35e2029659bbd226
    • log to target vectors (for ML purposes): next_activity, next_time, remaining_time

Changed

  • d6d2301dd0d2ea57cba76015eba124f726f4544e
    • introduced optional "lifecycle paths" feature in OCEL feature extraction

Deprecated

Fixed

  • 0a1c6f9c6e0ff45a0e732978589ed17513899be8
    • fixed dependency on Simpy in init.py

Removed

Other

  • a313db141148a960d7eb5126831bc1f8829a2ca4
    • made fundamental and optional requirements clearer

pm4py 2.5.3 (2023.03.05)

Added

Changed

  • ea0da47ff6faaddb087ffa2344c6139c30978dca
    • SVG position parser utility (replacing text-based parsing in Graphviz BPMN-based layout)
  • 9ea35fe209982f87f478262e1398e8474b3be1ba
    • working variant for generator of all optimal alignments
  • 3f07223236eb350a72db87c8a708dcea13c1a5a3
    • refactored df_statistics.get_dfg_graph method and DFG visualization
  • 268311a99ee7d2df245026371ab7449538ffcff8
    • support for object versioning in OCEL

Deprecated

Fixed

  • 5d4bbb60bf940f8c5d654de0c8ecaec8cbb44d48
    • fixes for Pandas 2.0
  • ea09b4910874dbb165277a4de93286c05ac0ba5c
    • carefully performing SQLite3 import (DLL compatibility issues with Anaconda)
  • 06217786793dc7fa22706ecc143778d8ebbe3d2e
    • fixed indeterminism in edges filtering during paths percentage filter

Removed

Other

pm4py 2.5.2 (2023.02.11)

Added

  • be6ac2f1c611da6abcb6ea10df0280f7b9ecb0f0
    • added internal conversion method for Petri net type (classic, reset, inhibitor, reset_inhibitor)

Changed

  • 87280959eb1612d01bbd4183d951f2c33750fed6
    • added ADD_ONLY_IF_FM_IS_REACHED parameter to Petri net playout
  • 38af1dabd9cf3478a6b728be5a602150ed837c7c
    • playout Petri net simplified interface: detecting the correct Petri semantics to be used
  • ffffc623e6c52af2df0a4f3bb33fff5aa49b5588
    • added FM_LEQ_ACCEPTED parameter to Petri playout
  • df84b4702fc81ab3427330f05c6b5dfb572f595e
    • possibility to decorate heuristics nets with performance from the simplified interface
  • e418e25a0008828337a92b23f57a0980baa8f24a
    • changed convert_log_to_ocel to include automatically additional object types from the dataframe
  • fbe086eaff9683562ada39a14fb6bdd86d52c50b
    • added constant for the default Gviz representation format in the simplified interface
  • f746d8811fad34c082ddac3028f0269bdade0a15
    • more efficient WIP implementation for OCEL
  • 57167b094edcaeb01fc14e7d495a6bbc2d9907eb
    • raising warning when parsing a XES log below Python 3.11 because of potential ISO-format parsing problems

Deprecated

Fixed

  • b012df622c9bf28c3adf8cf4b53eaa2d6ec5efad
    • fixed JSON/XML-OCEL importing (missing coherency check)
  • 5a4d5a276c0a6c2dd33ebe930cdf60b5183c48a1
    • setting correct variant when applying pm4py.discover_process_tree_inductive on a DFG object
  • a5bc0b96d9b79ae8d4ea26be03f4b8154837f567
    • bug fix Murata (removal place from IM)
  • 91c20ccd0d6c88d76519e174b7e11ab82ac6a180
    • bug fix process tree obj get_leaves function
  • 480c4fd1a3f35f8312927defd09b4a89665e6f71
    • bug fix convert_ocel_to_networkx variant
  • fc941525842a41bc5d712526ef17177d7f8be763 12ef518b00f16c5e1b6b8d5d3fc749959bc836ad
    • fixed SNA visualization (variant & HTML)

Removed

Other

pm4py 2.5.1 (2023.01.30)

Added

  • 23d5b0a81bbffbb69175aaa7cfa78e1ea0b78b6d
    • adapted OCEL object to optionally support O2O/E2E relationships.

Changed

  • 284bd275ae444a72e3c81662b7aded4921befde4
    • updating Scipy adopted LP solver from simplex to highs (4x faster)
  • bc1f21ef4e83af66f1202ef82e389e5b5cb38ae8
    • moving utilities for sojourn/service/waiting/arrial/finish times computation on Pandas dataframes
  • 7e59696b0d4c9fd659dc0594cff3c07fc504df5e
    • OCPN discovery - specification of the variant of inductive miner to be used
  • b32cada268fea2a9fdfb420821d9877d9144770d
    • removed deprecation warning on Petri semantics

Deprecated

Fixed

  • a6a1f14cfc1714a5039dd445ea14091e3e8579c7
    • removed extra parameters in pm4py.discover_petri_net_heuristics

Removed

Other

pm4py 2.5.0 (2023.01.19)

Added

  • e246a681298282e280d0a5d8c90958e1e4bfa139
    • add cadoso and extended cardoso simplicity metrics
  • 34303df3a72e8d0c699f9cb61938c6c08a989274
    • add discovery of Stochastic Arc Weight nets based on OCEL logs.
  • 32b74bb6125e1e914caab404514b606ac119d4f0
    • add Murata simplification to the simplified interface (implicit place removal)

Changed

  • e7f79a47d6349644ef33c137a9eea34e57b7224b
    • changed process tree conversion to Petri net to follow the standard DO-REDO paradigm instead of DO-REDO-EXIT
  • 9adf32e3c934f9d9f458a1d87dfdda869358e79f
    • scaling positioning nodes BPMN layouter
  • cc34a30e5a7dbac292f0bb784df28ade94215140
    • removed searchbox in docs theme (not working with current version of sphinx)

Deprecated

Fixed

  • 479dc5c1afef98b2ae3b67b918568465b1c7c72b
    • bug fix inductive miner DFG missing parameters in LoopCutDFG

Removed

Other

pm4py 2.4.1 (2023.01.09)

Added

Changed

  • 9e815620924b2bae5a83b85539f38f344d4293d2
    • fontcolor support in visualizing invisibles.

Deprecated

Fixed

  • 26fe3ea4ec65b668002163ae451436a4452f0b20
    • improved compatibility with Pandas 1.5.x (faster date processing)
  • 93ee76af7cd23816d8891d6e7925011dc4d0399e
    • fixed compatibility with Python 3.8 in typing

Removed

Other

pm4py 2.4.0 (2023.01.06)

Added

  • 7d3b0cb107452b9f7fa3d3c3e1c3609e3c5827dd
    • Murata algorithm (Berthelot implementation) to remove the structurally redundant places
  • 6fc781328a550a339e6e48d03f0e75464ad5249a
    • expose in the simplified interface the reduction of invisible transitions
  • 21a79b0132aaf5e2d6ac4efbb31995fba91dd46b
    • add support for calcuating stochastic languages of process models
    • add support for calculating EMD between two stochastic languages
  • 9186c5bac228383e3b2addba6e5205e6e0ce2a8d
    • add visualization of alignments in simplified interface
    • add visualization of footprint table in simplified interface
  • 82e20325229a3ae4e9c045ab2cfec3070ab02005
    • add conversion of Petri net object to networkX
  • dfbd6c27c09ecb45c3dcf7edb35093455c09c429
    • add support for stochastic Petri nets
    • add support for stochastic arc-weight nets

Changed

  • c56c3ca6dd1068380ac7a0dc79f6fe64410e8d78
    • changed Petri net visualization in order to provide decorations for places/transitions/arcs
  • 63371dbad1f9e9cf2e53a6b38977fd22f02661df
    • changed xes importer to support returning the legacy event log object

Deprecated

Fixed

  • 0bc31a7406f961122c3a124710d1a1ce8b6c74db
    • fixed Scipy lp solver in order to allow for variables integrality specification.

Removed

Other

pm4py 2.3.4 (2022.12.23)

Added

  • 89ca01e1378cb2cfac21f5d58e0e4fea44ca2186
    • extraction of temporal features (system dynamics log) in pm4py

Changed

  • 7a40a3cff6b0b4a12b2fe4ca7bd08bf963917443
    • Improving the performance of streaming DFG discovery
  • ec766d97c9b8557324ab11a862d6630091a92059
    • Removed Pyvis and Jsonpickle as explicit dependencies of the project
  • 04691455f47bc4ec84bb26ec7c5f6d187db1d41f
    • Removed Sympy requirement (re-implemented null space in WOFLAN)
  • b4fac01dff29ff34d6f0bb97e4398a101139d5b1
    • Enabling disable_variants by default in TBR when place fitness is required

Deprecated

Fixed

  • 4b5c035f4a744c8de4efb7969a6f0abcfdd966d2
    • bug fix between filter on EventLog

Removed

Other

pm4py 2.3.3 (2022.12.09)

Added

  • e2e4d357e2218a48f9b2d6b89690fbbe61cd6906
    • importing/exporting from/to SQLite

Changed

  • 246be6c1aa1a3216faebf1440c38d59485621f4b
    • Visualization of heuristics net - avoid totally unconnected nodes

Deprecated

Fixed

  • 2e560757b4717a94e8f774de4b42bbb26bcdfc12
    • bug fix TBR decorations in Petri net
  • 743151159a3f240ea6cf0756bd9ae24ac5cac10b
    • cope with changes in the deprecation/packaging packages

Removed

Other

pm4py 2.3.2 (2022.12.02)

Added

  • 55cf77276573efcc6d67ed1a51871914ba34f84e
    • instantiation of some objects directly from the pm4py module.

Changed

  • f887397e9abf2e9f85b48b941aa2bd4a892600a0
    • parametrization scale factors current BPMN layouter
  • 35171256a7378f55713cec3b835b3418ecf4d356
    • bug fix heuristics miner ++ on Pandas dataframes - Parameters are not passed

Deprecated

Fixed

  • 523589e13dfb6f5a8070478c245fc2a8058751ec
    • raise exception when unsupported OCEL file format during read/write
  • 394960d9eabcc0ac2eb40520b2866a3e21178d7c
    • fixed statistics.traces.generic.pandas.case_statistics.get_cases_description to support the start timestamp column
  • 0bd2caf62742627f840a5cde5486a0b92eaafeeb
    • bug fix discovery DFG typed

Removed

Other

pm4py 2.3.1 (2022.11.26)

Added

  • cde09b3bdc122e0f38d62c5cecba26a6d1d9e4b6
    • new variants of alignments - generating all optimal alignments

Changed

Deprecated

Fixed

  • 37dc750566da858c738a94ea242160cada28a43d 37e7e92db973497b23b30610a005512bd2d3268a
    • fixed tests and examples
  • 75ae8d12555d0fe354b55e3f99d09287ef4c5fd6
    • fixed pm4py.read_xes problem with some conversions to DF
  • ea72675caf93f5e32bc146f6cef7f86d0769c747
    • fixed inductive miner entrypoint function

Removed

Other

pm4py 2.3.0 (2022.11.25)

Added

  • 00a7ab36bda245d16a35ae6fff2bfb51d8ff8aea Adding several methods to the simplified interface (process discovery/conformance checking using log skeleton, temporal profile, batch detection).
  • feeb1891f82014b3e86a4c5301c237226acc8fad OCEL - Visualization of object graphs (object interaction, object descendants, ...)
  • 15964a428e2e0fc50dcc96570fba39f2e0d40099 OCEL - Added some filters in the simplified interface
  • fefe740338b702eafb7049a8f777f48f464d157d
    • OCEL - insertion of an attribute pointing to the parent object
  • 88c58a1c6809388be58db2ea6e64fb9b58d913d6
    • OCEL - sampling objects
  • 40c741c8298584402cd9ea8e86bcca09f2bfd857 OCEL - Method to get a temporal description of an object-centric log
  • d63929cc36b1aba941f88efac05af3b25a384787 OCEL - method for objects summary
  • fdd87eb41e54ce8d179ae3030fd9e15ea74320e8 OCEL - expansion of the set of objects during filtering on object identifiers
  • 908d0aa843f1a4e9f4a6c69139a3be755c2e8555
    • OCEL - conversion to NetworkX DiGraph
  • 5c7cc41b94810ec93f388f8014f2a3820d0063f2
    • EventLog - conversion to NetworkX DiGraph
  • e7b4f712e1bd9475c73be5bc82c9a22eb0b745b5
    • OCEL - objects interactions summary
  • 43b5976f7040a77c0aa32f5a28c508eb19966fa1
    • OCEL - methods to merge duplicates
  • 3cc1a19f42420e034a7489f1c695fea788e9087f
    • OCEL - methods to manage duplicates, sorting and time-delta for events
  • 2c729e28e7f536acbd0919d88cf035a23542a3ae
    • OCEL - conversion event log to OCEL accepts several object types

Changed

  • f6b7714eaf79e1c57e4283163a51631f0ea8d964 default variant representation is now a tuple of activities instead of a comma-separated string
  • 642dcdf2cc538d384c1869436879d7d0602e3fa0 refactoring PNML importing: auto-detection of final marking shall be optional
  • 85cea58442348684440890612db8b5511491e0d2 refactoring XES exporting in the simplified interface
  • f60fd1ded3210adb91345be49343cd0dceaecc6d refactoring usage of type() and isinstance() throughout the code
  • faabe5ee17ae6fb10e77637e614db5d764d66e93 introduced proper ResetNet, InhibitorNet, and ResetInhibitorNet classes
  • 070d0467bda22d81b4166c2b3646333a23897f81 different OCEL exporters methods are now available for different outputs, instead of having a single method accepting a path with an extension
  • c614474e477a02836bd36f0b40db4b8ef37b78a6 made extension optional to write methods
  • f89a1dfa797da4581c4cbbd8cde482caf2402ca4 c768e5a33e5e2f872fd2dc0d45a11d589a130629 documentation is taken inside docstrings and formatted using Sphinx
  • 7640c79932ef974524ca4424f91c6b9416401a8d brand new implementation of the inductive miner, also with multi-processing support. the .apply method of the inductive miner is now returning a process tree object.
  • cc74d5ebcd7181626d79d60b2a883ad061cd85ba re-implementation of business hours in a slot-based way.

Deprecated

  • 6184f7f9e4e323a222a28ed046686eb9f0d6b3e8 deprecating the usage of the EventLog class
  • fddc1c0936514d819be77c993913a96172680f0e deprecating some packages for removal in future release (hierarchical clustering, comparison, alignments with edit distance, decision mining, earth mover distance, log to interval tree)
  • 000f23ca65226d66f52d85f9b876ec68669f03e0 deprecating the format_dataframe function.

Fixed

  • d066d3f49a996c30d151031d66de90db4f4d9a2e

    • Fixed issue with OCEL-CSV importing (Pandas index_col)

  • c38348df9cf165fd94a2e69ba29601e1643e80ae

    • Fixed issue with OCEL-CSV importing (relations dataframe timestamp)

  • 22ec9ab7220088ef7535760dd93197092d6bf04a 5c0b0d439c1a613ff78d4d24b7a05b7aa4150ce3 9b90c2c18b708d39e3c75f8b2e25433c7e8b447f ba6b55b84d1f7191d578e0d5535c49ef1930ce65 4d5765052fe4085fc8f8340e72a353369705b878 making methods directly working on Pandas dataframes

  • ba6b55b84d1f7191d578e0d5535c49ef1930ce65 4d5765052fe4085fc8f8340e72a353369705b878 aea15814ba8f67a51fce1ec0beebd9a4a3721a19 adding common parameters to simplified interface methods

  • f8482b9e9aa4376543ad5d66d22fb04de0639530 missing parameters in heuristics net discovery

Removed

  • d2a95d306362f54e08070b98193abbf8498ba70e removed all deprecated code for this release; standardized object definitions

Other

pm4py 2.2.32 (2022.11.10)

Added

Changed

  • cfb9f37a15a6b990f32ceaab28f1e2153e36c23d
    • Update WOFLAN to include diagnostics in output

Deprecated

Fixed

Removed

Other

pm4py 2.2.31 (2022.11.06)

Added

Changed

  • cc232ddc00528a0e7d568565c6b8fe76e2e38f71
    • fine tuning existing BPMN layouter

Deprecated

Fixed

  • 43026f0d22605bafd104c9c752511b3a00c3988c
    • missing encoding parameter in PNML importing/exporting
  • 07493cc94e40652983eeb7b25f911654937f0ae6
    • bug fix Alpha Miner - check if the new place candidate pair has causal relations between all elements of the first and second part of the pair.

Removed

Other

pm4py 2.2.30 (2022.10.13)

Added

Changed

Deprecated

Fixed

  • 32a4fc9e4ab23418493f281fc262615f2ff4c436
    • Fixed trace filter
  • 4c5599ff60f4e448198a1971a669c4bf3a4154fe
    • fixed issue with SNA HTML visualization

Removed

Other

pm4py 2.2.29 (2022.09.16)

Added

Changed

Deprecated

Fixed

  • d066d3f49a996c30d151031d66de90db4f4d9a2e
    • Fixed issue with OCEL-CSV importing (Pandas index_col)
  • c38348df9cf165fd94a2e69ba29601e1643e80ae
    • Fixed issue with OCEL-CSV importing (relations dataframe timestamp)

Removed

Other

pm4py 2.2.28 (2022.09.02)

Added

Changed

Deprecated

Fixed

  • 1343827595d4cfd9f6b5743bb378443079ce281c
    • fixed sorting in DFG filtering
  • acea877fd9000c8e6a62424c15d4a29c33d08eba
    • fixed bug of LocallyLinearEmbedding(s) with newer version of Scipy
  • 55acf9c08d25886f384bb2e993d653af90874f3b
    • fixed construction of tangible reachability graph

Removed

Other

pm4py 2.2.27 (2022.08.19)

Added

  • 58e266610e82cfcc41868313f7b9ccfd9975d49c
    • discover_objects_graph utility for OCELs.

Changed

  • 1cbd37ac4b54a4c0e943b506ed685435f003640b
    • performance improvement batch detection on Pandas dataframes.
  • 94dd96e0095f7cb1ef8d1eb48bd3da0a3cd85793
    • minor changes to DFG variants simulation.

Deprecated

Fixed

  • 98fd3c740d8b6ae2dfde4d7a018f181030f22175
    • fixed reflexivity in EventLog eventually_follows filter.
  • 9423897cdf0ea293ff1b032a0d4fa49ba746709c
    • fixed chunk_regex XES importer.

Removed

Other

pm4py 2.2.26 (2022.08.05)

Added

  • 2146fc42020f11a364a98b724d6c6a44fcbcbb41
    • trace filter

Changed

  • 5c06d520182317d140bd1b82d9d986c3edc81cf7 6a2eb404ba240b2c04eb91e7cf1407f72c5ae3e5
    • minor fixes to DFG simulation
  • fe1aa9c5efa7dc274e728a769625a784d7f87c6f
    • added default option for background color setup
  • ac080d2702192b588cf80444dd44fe447d14ede9
    • background color as parameter in the simplified interface visualizations

Deprecated

Fixed

  • 9c12ffba4e4d1043fa4ad2ffe8349b13d7fa06f3
    • fixed the exporting of Petri nets (Petri net name property)
  • 7fdb3074c6924e5957f973a76ff34ae5dc7bc815
    • fixed the visualization of heuristics nets

Removed

Other

pm4py 2.2.25 (2022.07.29)

Added

Changed

  • ce94110076e3269c96a6eee61d7618f08f44472a
    • optimization in the calculation of the eventually-follows graph on Pandas dataframes.
  • 3cca8f97bbd09f4ae5644dcc156489d4b2037028
    • optimization in the calculation of the performance directly-follows graph on Pandas dataframes.
  • 4d8721787a50da397b265678be614c94894ea851
    • column reduction in DFG calculation on top of Pandas dataframes

Deprecated

Fixed

  • d754ccdac680f610b2b628dc9830d92da6954dc1 cb76238c29b986026f07261c11a1c09a667c9ab9 54970a58927ad0e17b173bff17705a10f5344d92 ef575a8bf0519655bcf8a57b981c7fa3c018db7a
    • small fixes in OCEL utilities
  • d0094fa4ccc815b57ccc519d15ccbda6399c2ef7
    • bug fix eventually_follows filter in LTL checker when timestamp_diff_boundaries is provided.
  • eb8617de0cfcfebf7374b4545660158e4b4291b6
    • bug fix eventually_follows filter in LTL checker on EventLog objects.

Removed

Other

pm4py 2.2.24 (2022.07.12)

Added

  • 43800f763a2aede807ad40231f771c6ef19e0098
    • added some examples for XES and OCEL generation out of a database

Changed

  • f72e011d38cec44823c00248039812a3fa0cfc7b
    • application of the strict sequence cut in inductive miner (IMCLEAN)

Deprecated

Fixed

Removed

Other

pm4py 2.2.23.1 (2022.07.01)

Added

Changed

  • 43e55f63d86e424e882617af7b0a483ffe653069
    • setting default alignments variant to Dijkstra when no linear solver (Scipy, CVXOPT) is available
  • 5ff00475659c38792ebab685fb23b282c75c36c0 209558a0d6d4c43708389a0002fc7c62bd9f89e9
    • optimizing retrieval and filtering of start/end activities from Pandas dataframes.

Deprecated

Fixed

  • dc94e82825bd5994667dd9c6cf2e1908379db923
    • fixed problem(s) with the log skeleton
  • 1bd50ff5354317d57297e63d140618ffa7a58ef6
    • bug fix in exporting OCEL(s)
  • 7c6c30ffcff04d3151f249556af9405402fdee83
    • fixed problem with WOFLAN algorithm (LP solving)

Removed

Other

pm4py 2.2.23 (2022.06.24)

Added

  • 09c97115cfaafa033c595ddff089701a28bf1599
    • added starts-with and ends-with filter on Pandas dataframes.
  • f373955163ad58e6da3d762380b4f9802ac806f0
    • new OCEL filters made available (event identifiers, object identifiers, collection of object types, connected component per object)
  • 2051ff1f5985ec34362a16d1f369e062220d7d1b
    • new footprints visualizer (symmetric comparison between differences in footprint matrix)
  • 0c6d023535f18318f1f7f78fec21f3565ce229cd
    • new OCEL statistics made available (temporal summary of the log, objects summary)

Changed

  • 1f36b168d33d6dd48f4e20fd16b7a71e25c6de67
    • allow exporting trace-by-trace to disk in .xes

Deprecated

Fixed

  • 3396465f6d6944c84bbdfcf2bbe380b80c442350
    • fixed inductive miner example's path

Removed

Other

pm4py 2.2.22 (2022.06.10)

Added

  • c7e04d3e8d4a3fc1859e50793a0693040602dd3c
    • add starts-with and ends-with filter

Changed

  • 9bb6ad473bf46b2ca6a378193e2e3042bed98d31
    • added the possibility to provide additional parameters to Matplotlib's plots
  • 0489353a21ce7a4044d775ed505f476556d2b4e4
    • increased performance of the PM4Py's insert_partitioning method
  • ab196c5a2ee1430dfd7cef4943f7275aa5405873
    • increased performance of dotted chart / performance spectrum representation by disabling automatic layouting in neato.

Deprecated

Fixed

  • f45883421423ca49139adf24490625ad2980fc92
    • Fixing OCEL processing when an event has empty object map
  • e45a136198b7dbf546d97a65095d2b126133a754
    • Fixed problem with footprints discovery on loops (process tree / Petri nets)
  • 3b2082f744966e9c453013df41c15828b971e94d
    • Alignments: Timeout results in an exception on fitness calculation

Removed

Other

pm4py 2.2.21 (2022.05.12)

Added

  • 65ff8ae3d9bca71f0cf7be507c9e0eba68b85c42
    • add chunk-based xes importer (CHUNK_REGEX)

Changed

  • d982c534aac373c347a083739b68fd3ac2b29e42
    • changed dimension of endpoints in BPMN models layouting
  • 7473a72877e29261780adf746d134b406a912dd7
    • interventions to increase PM4Py's compatibility across different platforms

Deprecated

Fixed

  • 882aa20b20ec593e0a7d01e027a6f1afa8d44f84
    • fixed XES line-by-line importer for booleans attributes
  • f6542cd12413f073eb51173804f68502e3026f46
    • fixes XES line-by-line deserialization
  • 363580b757c027ff583d33dcff83e00b3be97659
    • fixed issues with Pandas dataframe's index usage in the library
  • 58a763b4099b40c67f23a6eb45c621d1b9a9d324
    • fixed OCEL default constructor to set default columns in the dataframes
  • 8470f22047667d1d30415a08965af1015d66adbb
    • fix division by zero error in alignment-based fitness (side case for empty trace/model combination)

Removed

Other

pm4py 2.2.20.1 (2022.04.10)

Added

Changed

  • 344fb7258df17ce0d4ffe7425b678943f6f2ff11
    • Minor refactoring to management of inhibitor / reset arcs (importing)

Deprecated

Fixed

  • ad2cba1d8f9487dbb03ec418643b329b30e80ee0
    • Minor fixes to the retrieval of the parameters in several parts of the code
  • 65e1f1b0bbd0747fe81eb049780874608a395d6e
    • Fixed bug in eventually follows filter (simplified interface)
  • 60cd060edeeaa17c8b5bdaba7bb1035fc385d514
    • Fixed XES exporting when attribute value type is a Numpy type (numpy.int64, numpy.float64, numpy.datetime64)
  • cd5e55e712697a28cbfe0182e96556531b520667
    • Bug fix feature selection and extraction on Pandas dataframes

Removed

Other

pm4py 2.2.20 (2022.04.01)

Added

Changed

  • 762fa3ec987705f12a42decb13862323f600e3c9
    • apply explicit conversions to event log throughout pm4py code base

Deprecated

Fixed

  • 1bcadff3acacfda2463cf9325f873004e15ed915
    • Bug fix / efficiency change on the format_dataframe utility function.
  • d8797f574d605ad1591c66a96c1f54346c856878
    • Fixed missing import in DFG performance visualization.
  • f4f5a0eee8218be5c575fe8b42ab59e335979d53
    • Fixed hardcoded parameter in feature extraction interface
  • e61fb3f7a763a89cfb221b3c37c1b140620f5df9
    • Fixed performance DFG visualization when all values are provided
  • fb9c152afdf6b91c3b26efa09d8233e99c55b907
    • Fixed progress bar behavior in TBR-based ET-Conformance

Removed

  • 639aeb64bf5febf5f5719622d6d90c4a3c5cd8be
    • Removed ORTOOLS as available linear solver.

Other

pm4py 2.2.19.2 (2022.03.04)

Added

Changed

  • f5575aa8
    • Cleaning unused parameters in PTAndLogGenerator
  • 65137038
    • Changed WOFLAN linear problem solving to default interface

Deprecated

Fixed

  • 150184d3
    • Small bug fixes BPMN importer
  • 7221385a
    • Issue in DFG visualization when the provided start/end activities are not in the graph

Removed

Other

pm4py 2.2.19.1 (2022.02.11)

Added

  • a193603e
    • Event-Object Feature Extraction on OCEL
  • 8da05972
    • Prefixes and Suffixes filters for Event Logs + Exposition in Simplified Interface

Changed

Deprecated

Fixed

  • cbf848ef
    • Bug fix BPMN importer
  • ff0dfc4b
    • Closed security issue within dependencies

Removed

Other

pm4py 2.2.19 (2022.01.25)

Added

  • eea18398
    • possibility to return the Pydotplus graph inner object in the Heuristics Net visualization.
  • 52ddbf75
    • support for different attribute keys for the source / target events in the DFG discovery and paths filtering on Pandas dataframes.
  • 29bd86a6
    • possibility to specify different shifts for the different working days of the week, inside the business hour module.
  • f1e124a4
    • possibility to move an attribute at the event level in an OCEL to the object type level.
  • 0da4c3f6
    • custom semantics for Petri net to reachability graph conversion.
  • c7c7ed5f185b492f7b6206b04f037a119b80541b
    • add "week of the year" option in get_events_distribution method
  • 5b5c04874e449bda60463ade6e2cf1a8218e6908
    • add prefix/suffix filter for pandas data frames
  • 877701fa0e348a5bd58eb84ed984b60292db9f55
    • add additional features (useful for instance-spanning constraints) in trace-based feature extraction
  • 7359807b60aa3b1ece798d1ef0cdd6a19fac9f6b
    • add rebase functionality to pm4py (changing the default activity/case identifier)
  • 84742ce331dec418841d99fafb24a82c48c21e7f
    • add support for interleaved operator
  • d7e232a987e4a0c15e28b9cf2ae6c15ce324031f
    • added various additional interaction feature extraction methods for OCEL
  • 9caf5597d59ff9eb70879ba42dbfccd9785009af
    • add new thirdparty dependency structure in third_party folder

Changed

  • 74ce9b95
    • setting all the arcs of the Petri net visible when there is at least an arc with weight != 1, for coherence reasons.
  • 21832737
    • inferring the activity frequency from the DFG in a more generic way with regards to the type of the inputs.
  • 87fe5afd
    • changed tau printing in process tree to string representation, from tau to tau, for coherency with the parse_process_tree operator.
  • effce8d8
    • changed BPMN namespace in BPMN exporting to ensure compatibility with BPMN modelers.
  • 2200a0f5d6d23a1f797199cb834b37e07d8d396e
    • add pn to nx converter that returns two dicts for node mappings (pn->nx and nx->pn)
  • f9ad1a400846dbdb01f48714df0a3119069a05ea
    • pm4py.format_dataframe(df) no longer replaces columns, rather, it copies the data into fresh columns

Deprecated

Fixed

  • 0ad488b1
    • Fixed problem in PTAndLogGenerator: silent transitions were added in some context also when the parameter "silent" was provided to 0.

Removed

  • d07a90873be85d95b15e562aabc6ab1f93b6b109
    • removed pm4py.general_checks_classical_event_log()
  • 034abb0d7a442572f8bd52109ac6ed5cba109d0c
    • remove dependency on ciso8601

Other

pm4py 2.2.18 (2022.01.06)

Added

  • c15c8897
    • add utility function to convert SNA results to NetworkX
  • 8b300dbb
    • add several new statistics for OCEL logs
  • 8da0f41a
    • add frequency-based visualization (using alignments) for process trees
  • 54261cbb
    • add progress bar to token-based replay
  • 225dcad7
    • add OCEL schema validators
  • da6a4787
    • add reduction rules for R/I nets
  • fefcd453
    • additional support for BPMN functionalities: exceptions and markings
  • 417274fd
    • add support for feature extraction from OCEL logs
  • 5f5ff573
    • add filter that checks relative occurrence of a specified attribute

Changed

  • b82dd92e
    • revised implementation of the business hours module, now supports input of work calendars (workalendar package)
  • 434e66af

Deprecated

Fixed

  • 76563e4b
    • fix bug in process tree alignment that generates NoneTypeError when multiple leaves have the same label
  • 3b6800d0

Removed

Other

pm4py 2.2.17.1 (2021.12.18)

Fixed

  • 2eb36ce5
    • Bug fix in OCEL importing (timestamp parsing)
  • 512c071e
    • Resolved security issue in data Petri nets' PNML parsing

pm4py 2.2.17 (2021.12.14)

Added

  • 9b795123
    • add converter from data frame to activity/case table
  • f28fc490
  • 12b6ec24
    • add interleaving DFG visualizer for visualizing inter-process dependencies
  • af9c3262
    • add first/last occurrence index per activity in the feature table
  • 9231a5d7
    • add support for conversion of interleaving data structure
  • 06f54287
    • add support to merge two separate logs using an n:m case-relation table
  • 146f49c2
    • add the possibility to stream OCEL events and define object-specific listeners
  • 573c26c2
    • add feature extraction functionality that records the position of activities
  • ff62d665
    • add case and event sampling to the simplified interface
  • d8f71bc3
    • add activity-position summary in the simplified interface
  • d4011ff1
    • add link analysis code for OCEL

Changed

  • 79920a18
    • improved string representation of Petri net objects
  • 9358fdf4
    • minor refactoring for interval detection in event log

Deprecated

Fixed

  • 5dccbe61
    • fix faulty conversion of process trees to binary equivalent.
  • 976cc601
  • 1e4f602b
  • be629d97
    • fix for visualizing multiple tokens in the initial marking in the same place
  • a06cc1c8
    • fix for the correct use of the triangular distribution on generating process trees
  • 51181d6c
    • fix support for generating multiple process trees in one go
  • 9a0e2be1
    • general revision of the process tree generator code

Removed

Other

pm4py 2.2.16 (2021.11.16)

Added

  • 32af0c81
    • time-stamp based interleaving mining for OCEL logs
  • 10dffb58
    • support probability visualization in transition system visualizer
  • 51c069fb
    • add discovery of object-centric directly follows multigraphs
  • fa3031aa
    • add several filters for OCEL.
  • d4747f71
    • implementation of OCEL-based process discovery according to Reference paper: van der Aalst, Wil MP, and Alessandro Berti. "Discovering object-centric Petri nets." Fundamenta informaticae 175.1-4 (2020): 1-40.
  • 9fbd1c45
    • add the support for generic network creation based on a given IN/OUT column in which events are connected if the columns match.
  • 2b867f0d
    • add projection utility to fetch lists of event attributes

Changed

  • 43a076c8
    • add artificial timestamps to artificial start and end events
  • d65f8077
    • case attributes are replicated in events of an event stream (for xes input)
  • 9075cbfc
    • add trace attributes to the interval tree

Deprecated

Fixed

Removed

Other

pm4py 2.2.15 (2021.10.15)

Fixed

  • 6e26b003
    • fixed pandas performance DFG discovery
  • 92153184
    • fixed parameters usage in simulation packages
  • ca6750d4
    • fixed hardcoded parameters in dataframe_utils

Removed

  • 53af01f6
    • removed strong dependencies on intervaltree and stringdist

Deprecated

Changed

  • dcebaf8e
    • moving networkx dependency
  • f19762ac
    • update IMD cut detection to use IM_CLEAN cuts (correct implementation of IM CUTS)
  • d5d0b49c
    • change the visualization of initial and final markings
  • fcc4eeb0
    • variant separator (between activities of the same variant) is now a pm4py constant, for increased compatibility with other tools, e.g., celonis.

Added

  • 32c396b8
    • add sanity checks on event logs objects in simplified interface
  • 5b85d5dc
    • add utility to parse a collection of traces in string form to an event log
  • a87a39c9
    • add support for importing XES 2.0
  • b43d425b
    • add artificial start and end events to event logs
  • d22dd490
    • add initial support for OCEL 1.0
  • 829f091c & 56fca738
    • support for business hours in the pandas dfg calculation
    • support for business hours in the temporal profiles for pandas dataframes
    • support for business hours in pandas df case duration
    • support for business hours in filtering for case performance (pandas)
    • support for calculating of sojourn time with different aggregation metrics
  • 841e3e55
    • add etc conformance for dfg models
  • 04caa3d3
    • add dfg filtering that keeps the dfg connected

Other

pm4py 2.2.14 (2021.10.01)

Fixed

  • 706d42c0
    • bug fix paths filter for Pandas
  • c5ecaa4f
    • bug fix numeric attribute filter XES (custom case attribute glue)

Removed

Deprecated

Changed

Added

  • 8ba67034
    • added random variables that are able to check gamma and log normal distributions
  • 1d22d99d
    • added dfg -> petri net translation that has unique labels (routing is performed by invisible transitions)
  • 004ec93f
    • add support for log-level fitness in the alignment output
  • 56efe270
    • add fitness value for the dfg-based alignments
  • d9da1ab8
    • add raw performance values for the elements of the performance-based dfg
  • 0eeda19d
    • when visualizing a dfg without log attached to it, i.e., incoming edges are used to count
  • 03ee6b8e
    • allow counting of occurrences of activities/open cases/resource activities in a given time range
  • ae5a3973
    • add various new filtering functionalities

Other

  • ac00be2f
    • added the specification of Python 3.9.x among the supported versions.
    • not suggesting anymore Python 3.6.x

pm4py 2.2.13.1 (2021.09.21)

Fixed

  • 816fb4ad
    • fixed a bug in the Pandas case size filter (the constraints were not applied correctly).
  • 40f142c4
    • fixed a bug in the format_dataframe function (columns were duplicated if already existing with the same name).
  • 00d1a7de
    • reverted stream converter to old variant (in a slightly slower but safer way).

Removed

Deprecated

Changed

  • 991a09d4
    • introduce a time limit in the DFG playout.
  • ae5d2a07
    • return the state of the process tree along with the alignment for the process tree alignments.
  • 8b77384f
    • refactoring of the calculation of the fitness for Petri net alignments (scattered code).

Added

Other

  • d58d34fd
    • upgraded Dockerfile to Python 3.9
  • 50114175
    • resolved issue with the upcoming Python 3.10 release
  • 89314905
    • security issue in requirements

pm4py 2.2.13 (2021.09.03)

Fixed

Removed

Deprecated

Changed

  • 5723df7b
    • xes exporter now reports on xes features and xmlns
  • 3b632548
    • graphviz based visualizations now expose background color as a parameter

Added

  • 0592157b
    • new dfg playout including performance specification
  • 85739ba0
    • allow pandas df to be used as an iterable for streaming simulation
  • 2fa9993f
    • path filter that filters the cases of an event log where there is at least one occurrence of the provided path occurring in a given time range.
  • a7ee73a8
    • added filter based on rework detection
  • c03b6188
    • add petri net, reset/inhibitor net and data petri net semantics

Other

pm4py 2.2.12 (2021.08.19)

Fixed

Removed

Deprecated

Changed

  • 01fd0402
    • The pm4py.view_petri_net() method now uses None as a default initial and final marking.
  • 72ed7d0d
    • Improved performance of variant discovery of dataframes.

Added

  • 9a04357e
    • Add rework measurement at the case level in the pm4py.statistics.rework package.
  • b725ca0b
    • add 'between' filter for pandas dataframes in the pm4py.algo.filtering.pandas package. The filter returns subsequences between the two given activities. It creates subtraces for every possible match.
  • 211e3c56
    • added local linear embeddings to log_to_features.util.
  • 4b594228
    • add support for adding decision points to data petri nets.
  • 9261270e
    • add support for performance dfg discovery in pm4py.discover_performance_dfg().

Other

pm4py 2.2.11 (2021.08.06)

Fixed

  • 207d69bd
    • bug fix in application of the filtering threshold in the IMf algorithm

Removed

Deprecated

Changed

  • d98cbb1c
    • changed deepcopy and copy functionality of logs for performance improvement
  • f3b78a49
    • minor performance optimization in log conversion (log to dataframe)
  • 71c0919f
    • improved performance for pands -> stream conversion

Added

  • f2101a72
    • added various additional features in log-based feature extraction
  • 41873655
    • possiblity to directly get all performance metrics of the DFG elements
  • 886b44ea
    • detection method for trace-level attributes stored at event level
  • d5f9f866
    • add transition names to events, based on a given alignment
  • 4802e7d8
    • add support for importing reset/inhibitor arcs and transition guards
  • cc6488f7
    • add general support for reset/inhibitor nets
  • e805cf5f
    • add support for data petri nets
  • 1d3a2e7b
    • added case termination statistics for pandas data frames

Other

pm4py 2.2.10.2 (2021.07.26)

Fixed

  • 50ad39fa
    • Fixed blocking issue with properties of Pandas dataframes when format_dataframe is used (case ID column)
  • 3708b98f
    • Fixed variants filter, when the output of get_variants_as_tuples is used

Removed

Deprecated

  • Deprecated support to Pandas < 0.25 (due to future dropping)
  • Deprecated auto-filters (due to future dropping)

Changed

  • Different interventions to fix the internal coherency of the project (usage of deprecated functions + missing imports)

Added

Other

PM4PY 2.2.10 (2021.07.09)

Fixed

Removed

Deprecated

Changed

  • 4964d6ea
    • minor refactoring (rename) in attribute statistics querying; get_attributes() --> get_event_attributes()
  • 1148f6c0
    • use revised implementation of IM and IMf everywhere, deprecate old implementations

Added

  • 6750bf3a
    • add support for start time and end-time in timstamp conversion
  • e24f5b70
    • computation of event-level overlap
  • 8cec5f9e
    • add several case/event level statistic functions at the simplified interface level

Other

PM4PY 2.2.9 (2021.06.25)

Fixed

  • daf74e83
    • update imports in feature extraction
  • 74be3e3c
    • minor bug fix in alpha plus (place that was created was not always added to the resulting Petri net)

Removed

Deprecated

Changed

  • d97b1790
    • drop deepcopy in event log sorting (enhances performance)
  • 1d4e625b
    • revised IMf implementation (more close to ProM / PhD thesis Sander Leemans)
  • 20aabd95
    • calculation of minimum self distance now adheres to the standard invocation structure

Added

  • 598c6ecb
    • simplified interface now stores properties (using attr attribute) to dataframes
  • 1f7a3fa8
    • add computation of rework statistic (cases containing the same activity more than once)
  • 32c7d330
    • add computation of cycle time (active time of process divided by the number of instances of the process)
  • 8187f0e9
    • add distribution plots over different time-frames (matplotlib)
  • 269d826c
    • add batch detection based on Martin, N., Swennen, M., Depaire, B., Jans, M., Caris, A., & Vanhoof, K. (2015, December). Batch Processing: Definition and Event Log Identification. In SIMPDA (pp. 137-140).
  • d5326d46
    • compute case overlap of a case with all other cases

Other

  • 92a70586
    • performance optimization for calculation of performance spectrum
  • b0fc57c4
    • performance optimization for Pandas datetime conversion non-ISO8601 (regular formats)

PM4PY 2.2.8 (2021.06.11)

Fixed

  • c11bab8f
    • bug fix in eventually-follows filter
  • d3fd1bc1
    • bug fix in activity frequency constraints of the log skeleton conformance checking

Removed

Deprecated

Changed

  • d96d9d69
    • improved performance of the df-based performance spectrum code
  • 499d8a1c
    • improved performance of log conversions when (for internal use) deep copy is not required

Added

  • 4d679934
    • allow the possibility to filter on a trace attribute that has a type date (e.g., does the planned start date of the case fall in a given time window?)
  • b7ef36e8
    • add properties object to trace attributes (used for internal storage of statistics, will not be exported to disk)
  • d7029365
    • added some basic ML utilities for event logs, e.g., getting all prefixes of traces, get a train/test split
  • 1ec5802e
    • new subtrace selection mechanism that gets all events inbetween two given activity labels (uses first match on both 1st and 2nd label)
  • 9b65bbd9
    • allow specification of business hours in sojourn time computation of the DFG
  • 4d529d6e
    • generic support for feature extraction

Other

PM4PY 2.2.7 (2021.04.30)

Fixed

  • 908e06d7
    • fix error in loop detection of inductive miner
  • b7b63e0b
    • add internal log conversion in the flexible heuristics miner
  • e9d61bdb
    • fix minor bug in bpmn model importing
  • 52cc0c7a
    • fix minor bug in xes exporting (type of concept:name was not checked)

Removed

Deprecated

  • 9c1a9610
    • various old utility functions are now deprecated

Changed

  • 424c9ad9
    • avoid warnings when visualizing long place names in debug visualization mode

Added

  • c2a9633e, 52e340b1
    • add simple visualization of performance spectrum.
  • b6ae4b25
    • add simple dotted chart visualization to the simplified interface.
  • 6e3a0bac
    • add properties attribute to event logs and event streams for storage of custom meta-data that is not exported to xes.
  • fb142359
    • add version of dfg discovery that adds case-level attributes to nodes and edges
  • d902609d
    • add basic visualization of events per time and cas distribution graphs

Other

PM4PY 2.2.6 (2021.04.23)

Fixed

Removed

Deprecated

Changed

  • 766fafa7
    • minor refactoring and more generic invocation style for eventually follows-based filtering

Added

  • 353c7d6f
    • Heuristics miner is now able to filter on edges connecting to/from start/end activity
  • d6412339
    • Parallel alignment computation can be directly invoked using pm4py.conformance_diagnostics_alignments(..., multi_processing=True)
  • de84e5f4
    • add pm4py.discover_bpmn_inductive(log)

Other

PM4PY 2.2.5 (2021.04.16)

Fixed

  • 9854f62d
    • minor bug fix in etree xes exporter avoiding faulty None values
  • bfe8fb32
    • support non-standard attribute symbols in line-by-line event log exporter

Removed

Deprecated

Changed

  • 3631fe58
    • default xes importer is set back to iterparse
  • a7ff695a
    • large-scale restructuring of the underlying pm4py architecture
  • 201879ad
    • changed the default maximum number of edges to be visualized in the DFG visualization to 100000 (was: 75)

Added

  • 66283964
    • sojourn-time-based coloring for dfgs
  • 6639d3f3
    • organizational mining, e.g., pm4py.discover_handover_of_work_network(log)
  • 9c9ca14a
    • allow multiprocessing in alignment computation
  • 279fd31f
    • add prefix tree vizualiation
  • 748c768d
    • add 'old' pm4py visualization of the process tree as an alternative visualziation
  • 408b37a9
    • add filter to check multiple ocurrences of certain attribute values in a case.

Other

PM4PY 2.2.4 (2021.04.01)

Fixed

Removed

Deprecated

Changed

  • 56317d81
    • process tree based alignments no longer use trace-based process tree reduction (can still be used through utils)
  • c1c1ffc8
    • minor optimizations to state-equation based alignment computation
  • c95d45c9
    • large (internal) refactoring of pm4py object files and algorithms

Added

  • d14d3d27
    • added resource profiles to pm4py taken from Pika, Anastasiia, et al. "Mining resource profiles from event logs." ACM Transactions on Management Information Systems (TMIS) 8.1 (2017): 1-30.
  • ab56d899
  • 6a77a948
    • add serialization and deserialization to various pm4py objects; available through pm4py.serialize() and pm4py.deserialize()

Other

PM4PY 2.2.3 (2021.03.19)

Fixed

  • d1285706
    • fixed the consistency (w.r.t ProM) of align-etc conformance results

Removed

Deprecated

  • c3cde455
    • deprecated (moved internally) the evaluation and simulation pacakges.
  • a756f1fa
    • pm4py.objects.process_tree.pt_operator.py

Changed

  • 8474507b
    • make timestamp and performance-based trace filters inclusive on the boundaries provided
  • b6154457
    • changed the equals functionality for event logs
  • 9eff5646
    • classical inductive miner is rebuilt from scratch and thoroughly tested
  • efc1c6e8
    • changed equals functionality of Petri nets and all their objects
  • 02336ff4
    • font size is now a parameter of the object (Petri nets / Process Trees /...) visualization code

Added

  • 5de03f1e
    • added progress bar to all the alignment algorithms
  • 24778a7c
    • added footprint comparison to simple the interface
    • added eventually follows discovery to the simple interface
    • added some additional statistics to the simple interface
  • b2b1fdc5
    • add a faster alignment algorithm for process trees
  • b7bc217f
    • more extensive support for the OR-operator in process trees
  • be04ab2a
    • added performance visualization for heuristics nets
  • 725f40f2
    • added boolean check on whether a trace/variant is fitting w.r.t. a given model (pm4py.check_is_fitting())
  • e172977c
    • added process tree parsing functionality (pm4py.parse_process_tree())

Other

  • a756f1fa
    • the process tree operator class is now embedded within the process tree object definition ( pm4py.objects.process_tree.process_tree.py)

PM4PY 2.2.2 (2021.03.03)

Fixed

  • 1a5c080c
    • fix for timestamp conversion of dataframe formatting
  • 19c615e1
    • fix bug in process tree exporter
    • change visualization of process trees (similar to PorM)

Removed

Deprecated

  • 0e61f4b2
    • evaluation.soundness.wofland and evaluation.wf_net

Changed

  • 0e61f4b2
    • woflan and wf-net checks are moved to algo.analysis package
  • 2e158ec4
    • minor improvements for A* performance
  • d550f777
    • various renamings in the simplified interface of pm4py, several methods are deprecated.

Added

  • 65ef822c
    • generic support for the marking equation
    • generic support for the extended marking equation
  • 92ba4aa7
    • variants can now be represented as a tuple of activities, rather than a single string

Other

PM4PY 2.2.1 (2021.02.15)

Fixed

  • ee11545a
    • fixed importing names of invisible transitions as stored in .pnml files
  • 5efff284
    • handle warning messages thrown in the heuristics net visualization

Removed

Deprecated

Changed

Added

  • 91b494ad
    • simple process tree reduction that removes parts that are guaranteed not to be needed for the alignment/replay of a trace
  • f75ecff3
    • thread-safe implementation of dict for streaming based process mining
  • 03d176f9
    • implementation of the Heuristics++ Miner
  • 32443759
    • add support for using redis dict for streaming

Other

PM4PY 2.2.0 (2021.02.01)

Fixed

  • ee545f40
    • add additional check to timeout for the memory efficient implementation of A* approach for alignments
  • a2a3f281
    • fix usage of integer values in pulp solver rather than binary variables.
  • 6ba4322f
    • fixed conversion behavior lifecycle to interval logs

Removed

Deprecated

  • 54e38ac8
    • pm4py.soundness_woflan() is now deprecated

Changed

Added

  • 54e38ac8
    • pm4py.check_soundness() replaces pm4py.soundness_woflan()
  • aa91fdf7
    • add typing information to pm4py.conformance.py (containing pm4py.conformance_alignments() etc.)
  • 5d7890b2
    • added insert_ev_in_tr_index() utility to dataframe utils: possibility to insert the index of an event inside its trace (e.g. the start event gets 0, the event following gets 1). Allows us to quickly filter on prefixes directly at the dataframe level.
    • added automatic_feature_extraction_df() utility: possibility to extract the features of an event log directly starting from a dataframe. Also, an utility for the manual specification of the columns that should be considered in the event extraction is provided.
  • f64c9a6b
    • add option to infer concurrency between to activities in a 'strict' manner in the log statistics. using srict=True, implies that an overlap of '0' zero is not considered concurrent. also see: process-intelligence-solutions#201
  • c0083f68
    • implementation based on Stertz, Florian, Jürgen Mangler, and Stefanie Rinderle-Ma. "Temporal Conformance Checking at Runtime based on Time-infused Process Models." arXiv preprint arXiv:2008.07262 (2020):
      • add temporal profile discovery
      • add offline conformance checking based on temporal profiles
      • add online conformance checking based on termporal profiles
  • 4d3cf81c
    • support serialization of all pm4py visualizations
  • 453805b4
    • compute alignments using edit distance (requires two sets of traces as an input, one represents the log, one represents (a subset of) the model behavior)

Other

PM4PY 2.1.4.1 (2021.01.22)

Fixed

  • 1231f518
    • strip text read from nodes in bpmn importing
  • 0bc1b330
    • add type checking for bpmn conversion; i.e., if the input is already bpmn, it is returned.
  • ea0c7e54
    • fix consistency in obtaining the case arrival statistics in pmpy.statistics.traces.log.case_arrival; was median, changed to mean. also see: process-intelligence-solutions#200

Removed

Deprecated

Changed

  • 51be0910
    • set stream_postprocessing default value back to False for dataframe to stream conversion. Columns containing None values are no longer filtered by default ( compliant with pm4py<=2.1.2). also see: process-intelligence-solutions#199
  • 8976ad45
    • drop the explicit dependency on numpy 1.19.3
    • add explicit dependency pulp<=2.1
  • 1231f518
    • support sequenceflow operator node in bpmn file import
  • 62618eeb
    • explicitly blacklist version 1.9.4 of numpy in the requirements.txt file.

Added

Other

PM4PY 2.1.4 (2021.01.18)

Fixed

  • 35f2278a; 89c5f13b; 6a3579bc; 65fc182b; fa4448a6; c4e44311 c456c681; 6c6d96cc; e3770281; f091c43e; 6a20cf17; 69eb1ae7; ca780326; 36cb3963 e4f3b16f; c9f80d1f; 94c5a6e0; a713ef3d:
    • add fall-back to time-range filter if incorrect argument is passed
    • fix the copying of the 'meta attributes' of the filtered event log for the start activities filter
    • fix the copying of the 'meta attributes' of the filtered event log for the end activities filter
    • fix the copying of the 'meta attributes' of the filtered event log for the attributes filter
    • fix the copying of the 'meta attributes' of the filtered event log for the variants filter
    • fix the copying of the 'meta attributes' of the filtered event log for the directly follows filter
    • fix the copying of the 'meta attributes' for event logs in the ltl checker
    • fix the copying of the 'meta attributes' for event logs in the timestamp filter
  • ffe29353:
    • create event log object before starting the parsing of XML file (in ITERPARSE_MEM_COMPRESSED)

Removed

Deprecated

Changed

  • 8f2d899a
    • allow to specify a cap on the number of times we visit the same marking in the extensive playout
    • allow to return the firing sequences of extensive playout instead of an event log
  • b707377b
    • allow to return the firing sequences of basic/stochastic playout instead of an event log
  • 9782f522
    • extended exception management in streaming algorithm interface: release locks if exception happen
  • 0a741566
    • support importing of bpmn files that do not describe a name for gateways
  • 583825d8
    • refactored variant-based filtering: added top-K and coverage percentage
  • ba073f54
    • extended DFG filtering
  • 8ebda3b1
    • exploit variants in the extensive footprints conformance checking
  • dc754c78
    • change range(s) of timestamp filters to be inclusive (<=) rather than exclusive (<)

Added

Other

PM4PY 2.1.3.2 (2021.01.08)

Fixed

  • b5cb7f0d; f1c0f037; 960d40e9
    • fix naming consistency in the filtering interface of pm4py.

Removed

Deprecated

Changed

Added

Other

PM4PY 2.1.3.1 (2021.01.07)

Fixed

  • f9f894ed
    • create an iterable that permits, theoretically, to iterate over the infinity of traces admitted by a DFG
    • the main apply() calls the iterable and stops with the usual criterias
    • the apply() can also return the variants of the log

Removed

Deprecated

Changed

  • 1c3666b7
    • minor refactoring of the filtering simplified pm4py interface

Added

  • 8b5dee65
    • add lambda-based filtering and sorting to simplified pm4py interface

Other

PM4PY 2.1.3 (2021.01.04)

Fixed

  • 388348f2
    • bugfix remove_flow BPMN function
  • 3bd4fe0a
    • bug fix - DFG visualization needs deepcopy, otherwise it can remove element from the underlying DFG
  • 92fde8cf
    • bug fix in Petri net playout in stop criterion
  • 882468e1
    • compatibility with pulp version 1.6.x

Removed

Deprecated

Changed

  • 41ed5720
    • deepcopy of inputs: since the dictionaries/sets are modified, a "deepcopy" is the best option to ensure data integrity.
    • keep_all_activities parameter in paths filter: decides if all the activities (also the ones connected by the low occurrences edges) should be kept, or only the ones appearing in the edges with more occurrences (default).
  • 63ccc055
    • IM and IMf: removed dependency on pm4py.algo.filtering package
  • 8a5788fa
    • more advanced to bpmn conversion in the simplified interface
  • 66e0c074
    • refactoring conversion parameters log->stream and improved stream compression
  • 73054b04
    • improved performance of the line-by-line xes importer
    • increased XES-standard conformity
  • e6136ce5
    • improved performance of the xes exporters
    • increased XES-standard conformity
    • progress bar for exporting enabled
  • 3b692b33
    • added parameter to enable/disable progress bar in importing in ITERPARSE
    • compression from file - XES compression moved from general entrypoint to single variant
  • 68ff7d00
    • more efficient importing of .xes.gz files
  • 4aad427e; 67a42d23
    • get predecessors and successors of a dfg node (in dfg utils)
  • 0888ab26
    • added minimum trace length in process tree extensive playout

Added

  • 6a946fbd
    • allow to compute alignments directly on the dfg using dijkstra
  • 50722bb8
    • DFG playout including Markovian probability of traces

Other

PM4PY 2.1.2 (2020.12.18)

Fixed

  • 2fb0b807
    • support nodes with the same label in BPMN layout algorithm

Removed

Deprecated

Changed

  • 96a7681c
    • significant memory footprint reduction for iterparse-based event log importing
  • 8270a46e
    • significantly faster 'line-by-line' xes exporter
  • aae4be33
    • advanced DFG filtering in (activities percentage, paths percentage) ensuring reachability from start and end
  • d38f4c97
    • number of occurrences as a start or end activity is visualized in the DFG visualization

Added

  • 97cc315c
    • add (de)serialization functionality for pm4py objects

Other

PM4PY 2.1.1 (2020.12.07)

Fixed

Removed

Deprecated

Changed

  • 43e7ce9e
    • full conversion of WF-nets to BPMN models

Added

  • 029d30f5
    • add visualizing and exporting BPMN models
  • f76dd379
    • added conversion to simplified interface

Other

PM4PY 2.1.0.2 (2020.11.29)

Fixed

Removed

Deprecated

Changed

Added

Other

  • f18c3e17
    • downgrading numpy to 1.19.3 for Windows 10 2004 compatibility problems
    • skip blocking scikit-learn installation for Python 3.9

PM4PY 2.1.0.1 (2020.11.26)

Fixed

  • f6cdf1a9
    • hotfix problem in XES importer reading of parameters

Removed

Deprecated

Changed

Added

Other

PM4PY 2.1.0 (2020.11.24)

Fixed

  • a0a7fd09
    • bug fix in the inductive miner: sequence cuts were to maximal, leading to underfitting models (involving too many skips)
  • 5b32725a
    • fix use of deepcopy in event log conversion
  • 33103b5c
    • fix get-variants behavior for event log / df (yielded different results)

Removed

Deprecated

  • 0138f93d
    • deprecated pm4py.write_csv(); conversion and subsequent pandas export should be used.

Changed

  • 3b8fcd4a
    • apply invisible transition reduction on Petri nets obtained by Heursistic Miner

Added

  • 6afd8ab9
    • support for importing/exporting BPMN files;
    • supported elements: tasks, xor, and, or gateways
    • conversion of BPMN to WF-net
    • conversion of Process Tree to BPMN
  • 848a1610
    • conversion of dataframes to event streams / event logs now detects the use of XES Extensions
  • 8874f7b4
    • add statistics on concurrent activities
    • discover eventually follows relations with concurrent activities

Other

PM4PY 2.0.1 (2020.11.13)

Fixed

  • 4c115dbb
    • fix bug in hash function of traces
  • 0dd8f28e
    • fix bug in the alpha+ algorithm (was adding artificial start/end to the underlying event log)

Removed

Deprecated

Changed

  • commit c51b1f02
    • parametrizing size of the thread pool in streaming package

Added

  • 8e07d847
    • add (unbounded) dfg discovery on an event stream
  • 16e3f7f5
  • 1a26f678
    • allow creation of 'live' streaming objects directly from xes and csv files
  • b08564ed
    • start minor support for interval-based process models
  • 36cb7130
    • added support for generic dictionaries in streaming conformance checking

Other

  • 81579e19e
    • relaxing the importing of some dependencies (pandas, pulp, graphviz, intervaltree) to make a basic set of functionalities of pm4py work even without those dependencies
  • ed45eafc
    • fixing circular dependencies issues and added partial compatibility with Python 3.4

PM4PY 2.0.0 (2020.10.14)

Fixed

  • 1a8f9281
    • bug fix in pandas case size filter

Removed

  • 7a89d4dd
    • remove deprecated factories

Deprecated

Changed

  • 62801513
    • improved performance of token-based replay with duplicate labels

Added

  • f408a181
    • add streaming token-based replay and footprint-based comparison
  • fde08b03
    • output conformance checking diagnostics in a dataframe

Other

  • a9c5aa34
    • compatibility with Python 3.9 (limited to windows)

PM4PY 1.5.2.2 (2020.09.29)

Fixed

  • 2d4a8b67e25164838030dca709816918ddbf9279
    • fixed dependencies on factories. fixed some release notes. fixed some deprecations.

Removed

Deprecated

Changed

Added

  • 0d75241676a736919952e5c9ab96ab2be4c71046
    • added utility for trace attributes filtering

Other

  • d8433ac1bbb57082b19b3b97bc726b353096c76e
    • better specification of 'stable' requirements

PM4PY 1.5.2.1 (2020.09.25)

Fixed

a6fde4ccfdf0465d8919d3c72d4400bce8d4ab0e

  • fixed some deprecation warnings for external libraries

Removed

Deprecated

Changed

Added

  • a5befe62f84af0f3dbe734c713cc8c2c1fc22a04
    • added WOFLAN to the simplified interface

Other

PM4PY 1.5.2 (2020.09.24)

Fixed

  • 7bf3aea0b4638f6eceaa192ec37e17370e47f560
    • fixing a parameter issue on stochastic playout

Removed

Deprecated

Changed

Added

  • 13cd96da7fe22427839f1b21dd38a5ac8ff8c231
    • provide alternative visualizations through Matplotlib of the main visualizations
  • e7e3dfa11264a7e737ca7b65165eb7f719817f59
    • add utility to remove an arc

Other

  • c42bad174247eb13134e0cb4acb0703c301aa869
    • fixed compatibility with Python 3.5

PM4PY 1.5.1 (2020.09.15)

Fixed

Removed

  • 9e926a5d1a373d124a041c72f909eb34083f4649
    • removed the old soundness check

Deprecated

Changed

  • 526342e3e96c7386dc7451ac0d9ec74c76b86b4f
    • performance improvement of the 'less memory' alignment variant
  • 83c71eaaa9bb4ee55e2f773dd3fc9704c6324704
    • generalization of the heuristics miner visualization
  • 7e7d9ba9e9b4f94d9801f5c8df3c5e4b3afd5971
    • improved speed of event log sampling
  • 11d06ba2a44fd7d0a83e439b6615befad5e3c4ba
    • faster process tree playout (recursive, ignoring PT statespace)
  • ce3a8609013bd7f5890b52cb44e155b57b2fc1c0
    • allow adding (arbitrary) data to transition system

Added

Other

PM4PY 1.5.0 (2020.08.31)

Fixed

  • 30b9059fac3d59abac1c973637bd66388d7dd6db
    • bug fix in parameter parsing of log conversions

Removed

Deprecated

Changed

  • 3c9ed4b5e1860e2494d3b68668e3e1021ee59585
    • apply invisible transition reduction in process tree to Petri net transformation
  • 26ac905fed4703724805f8fb1b5daa21475df147
    • minor optimizations in process tree alignment approximation algorithm
  • c5b5ffdd51cd832be14d3078948e29f88f6c2673
    • add time-out parameter to decomposed alignment calculation
  • 4a5fb9ff5ab395529062ce92747b9624a1799b0e
    • add bipartite graph matching for correlation mining to obtain exact matching results
  • acc46269040a3b60bdcc6f5afe9ea55ddb5549e1
    • minor performance improvement of process tree playout
  • 5dd0fe17d5a07a2096afc647306a5673d86508ba
    • apply trace-level directly on pandas data frames
  • 4c35335da6a6d4419b68a49af3cbd358eca8881d
    • add 'COUNT' functionality for log/dfg statistics, e.g., in how many cases does act 'A' appear?

Added

  • 3bb5125f1849985ec9e2ba7962a287a25ede8e43
    • new implementation of the (classical) Inductive Miner, based on the PhD thesis of Sander Leemans. The implementation covers the following fall through functions:
      • empty trace
      • strict tau loop
      • tau loop
      • activity once per trace
      • activity concurrent
      • flower loop
  • 1639d7a17660b4641a58cb435f7061d4168ce422
    • implemention of 'WOFLAN', based on the PhD thesis of Eric (H.M.W.) Verbeek.

Other

PM4PY 1.4.1.1 (2020.08.13)

Fixed

  • 76df914ad48b93a72127b0d79e5547669d3148db
    • fixed bug in less-memory alignments when im == fm

Removed

Deprecated

Changed

Added

Other

PM4PY 1.4.1 (2020.08.10)

Fixed

Removed

Deprecated

Changed

  • fc724c4c9e00a388b94efea50be46412c1351bc5
    • refactoring correlation miner
    • increased scalability of the correlation miner
  • e18021f06e4431628a84b441acf136d44c9baed6
    • revision/enrichment of simplified API

Added

  • 9cfd4183968118f488c95ab0bbd7e3e9b66ba355
  • f9a898da47367f86bf616a7bc8dc796be1b3e440
    • discovery of log skeleton from the list of variants

Other

PM4PY 1.4.0 (2020.08.03)

Fixed

  • c5fa9dee9bf7e4eed56785eadc423b59214d3df0
    • compatibility with latest IPython API
  • 616623b358d1e1a9aa789f43e2c8cf7670ee4d79
    • clean-up in linear solver functionality
    • bug fix in usage of PulP result vector

Removed

Deprecated

Changed

  • 4616952ee5c184d35d26e986b298e1e586b38b3f
    • minor refactoring of the alignment code
  • 3477e5345068018fa6aa91e04b6da4184e4d3c94
    • update of verions of package dependencies

Added

  • cba7a2e574aa15709d0a2dda35f8a27da9200f42
    • [beta release] simplified 'pythonic' method invocation (see examples/simplified_interface.py)
  • ade44e6d78551c454b477f36cbe3248a5d4e6c8b
  • 9564b54a7111916c7bc3d6f1e4c56f3829978efe
    • add visualization of conformance checking results on process tree
  • 988258a2c655d17201c5b1a7120d19ab5954dbe3
    • added 'extensive' playout for process trees (for footprint comparison)

Other

PM4PY 1.3.5.2 (2020.07.24)

Fixed

  • a31467a560b940a2cb426751e032b4ea79bbb29f
    • add cast to Event class in event conversion
  • 0febe4eda5772685498da2d79d144effdf61ce20
    • fix in alpha miner; conflict check yielded self-loops in some cases

Removed

Deprecated

Changed

Added

Other

PM4PY 1.3.5.1 (2020.07.22)

Fixed

  • 844459e366e77ebf88a8d01728064048d71a3e6f
    • remove pyemd from requirements as it requires a full C studio installation; can be installed and used * optionally*

Removed

Deprecated

Changed

Added

Other

PM4PY 1.3.5 (2020.07.20)

Fixed

  • 6cdf4483548027420b0a54c681a3ecfd515ab8f3
    • bug fix for de/recomposition approach to handle duplicated labels
  • 58149e7f085bbedb47e31d58d10e37d686e46a72
    • small fix in importing of parquet files
  • b08675fe8c03207c4701d2eb8b91c234e3ddbe1b
    • fix in IMdf; the noise threshold was overridden before
  • 772ea5d5af9ab2fa3a424b91670d81487ab2667b
    • minor fix for timestamps that end with symbol 'Z' (Zero timestamp)
  • 1e13cbdb011dff175850c4c665283bf60e0db84c
    • fix Scipy dependency for tree generator

Removed

Deprecated

Changed

  • 921328cd06d8870ecaa601d53cfde30a6015aec7
    • parameterize simplicity metric to use a given 'K' for reference
  • 8403093c3e18c1493f4fd72bc83914dadb03e4c2
    • change the color scheme for net comparison

Added

  • 143f60a0b4fb265ba5e9d997efddf8f8d66458c3
    • add support for process tree importing (.ptml files)
  • 4b9132f2835f574d9e7e5af113e5fc96bd821ccf
    • add new A* version that encodes the states of the state-space differently (up to 10% memory reduction)
  • 93e6e84c4ea78afc562f4ba6cee42de8718eb4cb
    • add 'stochastic' playout, i.e., use token-based replay on a given log to guide the playout of a given Petri net
  • 107797c5d1be1d742e6522a14231f4f9fce1cb38
    • add EMD-based process model evaluation ('Earth Mover's Distance' between log/model)
  • 1e02596bc90b6fc22a8c89e80567bdddc2c8f1b7
    • add process tree based footprint computation

Other

PM4PY 1.3.4 (2020.07.06)

Fixed

Removed

Deprecated

Changed

  • f05ba60e2faa28b2f2e2d7ef65e0ac415ae298e8
    • improved memory performance of Dijkstra-based alignments, restriction of model-move scheduling is applied (only one of many is chosen)
  • eaed442d10a5b4c9eead3966cef473e2c3f0d61b
    • improved efficiency of reachability graph computation

Added

  • a42d0f087c94cb9e7914532f7ae0228af3a7f9ce
    • add 'extensive' playout, which allows to generate all traces in the language of a model up-to a given length.
  • eaed442d10a5b4c9eead3966cef473e2c3f0d61b
    • added footprint-based conformance checking

Other

  • b99da02411259897f1df52f9a9a62153228dab8a
    • PuLP<=2.1 is forced (for now, due to excessive console output of v2.2.)
    • new version of Pyvis requires additional dependencies (Apache, BSD, MIT licenses), which are now specified

PM4PY 1.3.3 (2020.06.22)

Fixed

  • 1278713e2209d7b1e2287afbd9d80097db028617
    • minor fixes in (to-be-deprecated) Parquet importer and exporter

Removed

Deprecated

Changed

  • 59630ed8456d9e7842e05fee4c53ff1a3d1389a0
    • improved memory performance of Dijkstra-based alignments

Added

Other

PM4PY 1.3.2 (2020.06.08)

Fixed

Removed

Deprecated

Changed

Added

  • 98e6d6d6219cceeeb2421392e9981ec808d2a468 (Merge Request #89)
    • Support importing and exporting of '.dfg' files (similar to ProM 6.10)
  • 7ca768b7fcd1eea468bcdb1c1e8c9397676b511a (Merge Request #90)
    • add a detailed list of all third-party dependencies (README.THIRD_PARTY.md)
  • e0685638c6c0c171583108e23f752ebef70d033e (Merge Request 94)
    • new version of Dijkstra based alignment computation

Other

PM4PY 1.3.1 (2020.05.25)

Fixed

  • d51430106dea70473777c6868a3676c027faf607
    • fix paths filter for Pandas dataframe when dataframe is not sorted

Removed

  • c7a76e0aaffb5dbcad769b2fbc52fd8c03703769
    • cleanup of the petri net impoprter/exporter, i.e., stochastic/layout information is now stored in the 'properties' object of places/transitions/nets

Deprecated

Changed

  • 00d7c405628033e8f383a845e61a84205f7bbc83
    • color scheme of the log-log comparison (pm4py.algo.enhancement.comparison.petrinet)
  • e84c7dc88907b408b4caf97524dd69a378e1859e
    • update the README.md file
  • 332de04112cf780cbc711553e34ca4b835ee8425
    • add parameters object to transient analysis call to dfg learner
  • f0976015c2b5b7384135855e75b36f69fb44a4db
    • add final marking to the basic playout of Petri nets
  • e0d43c6dd5ee2492eabfd14c507b430088ec9cf0
    • allow prefixes in petri net attribute names (petri net importing)

Added

  • 095f35a3bf9f9c3bea0d518c72c76380f38b77b2
    • add support for (correctly) importing lists from .xes files

Other

PM4PY 1.3.0 (2020.05.11)

Fixed

  • 112dc3fc56f0d5e3f3ae0c737a5b0b001be31ba5
    • typo in Petri net weight (reporter: dominiquesommers)
  • 4a74ef159d03d3cf3ca43bd7c99f5f97da16baf8
    • problems in the evaluation of replay fitness of recomposed alignments
  • 1f40a17dcade522d308b56a9f53b40c5b8a95dfc
    • cleaning circular dependencies. relaxing some absolutely strict dependencies for some border-line configurations.
  • 9780ef609db7bbb24323d3584abc2338f24252d3
    • copying of Event/Trace/EventStream/EventLog objects (reporter: M.Pegoraro)
  • 51802f0828a6d207a5185c06a71bdb3a9faa1a46
    • problem with sampling log (reporter: jacksbrajin)
  • b1f16bf087691181adcf5616aa85e3e454a7169c
    • fixed problem with the discovery of 2-loops in the Heuristics Miner (reporter: czwilling)
  • c96dcb16064ed156a1f48075445113bb5afc6264
    • fixed get_variants_acyclic() function in petri utils (authorship: M.Pegoraro)

Removed

Deprecated

  • b4cea4be6fe6ff90f58c405f9f0acb4dbac973f4
    • factories are deprecated

Changed

  • b4cea4be6fe6ff90f58c405f9f0acb4dbac973f4
    • factories have been renamed

Added

  • e8f250fec6781c088da8204923ad8817f1b5d689
    • decision point mining with alignments (for any scikit classification approach) is now integrated.
  • 4ff811ab80b5df15e5ec1da082b4f76c72dcf684
    • trace attribute hierarchical clustering (MSc Thesis Yukun Cao; FIT/RWTH)
  • 4fca12c1608818348bbd51e390140a8f7e79d7f6
    • alignments decomposition/recomposition
  • f8d52aa69a3d720d45a93b35c79b4241bb8f7691
    • possibility to provide the final marking to the playout factory
  • 9a5a64ea2941d69be07ee0e93b771c80f5820166
    • hash functions for event log objects
  • 9f76d2e61dbc1cc74fccafac6f60d9ce69b7c791
    • added table_to_stream() auxiliary function in dataframe_utils

Other

PM4PY 1.2.13 (2020.05.11)

Fixed

  • 531b767d85bb4c95996ae0c9644a958f75aad120
    • utilities of Petri nets (acyclic net variants (M. Pegoraro); strongly connected components by NX graph)

Removed

Deprecated

Changed

Added

  • c9cebbfab9c82bf8edbe8851a000fd1b1f31f8be
    • properties object to all members of the Petri net class (including transitions/places/arcs)

Other

PM4PY 1.2.12 (2020.03.18)

Fixed

  • ef3b4b62fd186df46236a8af9aa890358dbcd1bc
    • problem in the generation of logs from process trees
  • 548c57a6d2340dcaba7ef11464ebe193f8fb9c5c
    • filter by variants percentage
  • c49a9c441feb65a74d5c5da774fdda79295665cc
    • problems of the token-based replay with the count of tokens at global and local level
  • f554aec318717ee1fb7f81c4e0acbd6da7e7bc34
    • continuous time Markov Chain steady-state analysis
  • e05145de972944f211f2763656eb6e41aa64e0b5
    • revised process tree fold and tau reduce functions
  • c3f66b8cb8667c2f204a1da899a216656386c2fa
    • ignore comments in .pnml files

Removed

  • 31e1cd29437d6b183357bbc5c103131484d390b3
    • problematic dependencies ortools and pyarrow in the project (when installed, can be used, but no more required by default)

Deprecated

Changed

Added

  • f554aec318717ee1fb7f81c4e0acbd6da7e7bc34
    • converting a performance DFG to a Q-matrix for transient analysis
  • cc766164f2397fe2cb33f8278372469e25cfecd6
    • business hours module supports full-days shifts (e.g. from 0 to 24)
  • cc766164f2397fe2cb33f8278372469e25cfecd6
    • backwards state space exploration (supports duplicate transitions) for token-based replay
  • 1b3c32916fe0ccbc4d3f73a44cc68e2ca83a810e
    • Visual log comparison on a Petri net by plasma coloring

Other

PM4PY 1.2.11 (2020.02.21)

Fixed

  • 6f320562a836cd949dbbe6ec7751f8f9514b01ec
    • parameter object for calling alignment code directly
  • 471f414820c7b3f919aa97ccdc684d40cf132b3c
    • dependency problem with ORTools and PyArrow
  • 157fadffd3b953c105e67f4909547f097d77ea0a
    • reduce inernal (cyclic) dependencies within pm4py
  • f38b6089b7eb6a4518a9c33e9775120874352657; af1328e2dad82f0a059e00942167a29cb918c85f; e8e1ab443f2dedb2cd348f35bc49eed412d66e1d
    • hash and equals function of process trees
  • 229bd7ed78ea80aefbb6c7fcfa173edda682c1c7
    • refactoring of the Monte Carlo simulation.
      • extend the simulation to support arc weights that are provided by the replay (e.g. informed transition pickup)
      • extend the simulation to support more than one resource per place through semaphores
      • maximum execution time per simulation thread
      • general refactoring of the code
      • introduce logging information about the simulation
      • improving documentation
      • improving clarity of the code
  • f5132302e06aa49f26ab3264bb3147d0660a11c0
    • performance of log generation from process trees
  • 9e64f2635123aa5c3146fb2ad03863cbf93175df
    • fixed incongruency in variants statistics (was there for log, not for dataframes)
    • increased coverage of tests, and made some of them more lean
    • introduced some additional tests on the new functionalities
    • updated Dockerfile
    • updated setup with new packages
    • removed remainings of the SIMPLE algorithm in the tests folder
  • 382162c648fb8e32b0145a6ff9427af8a7fb39fa
    • fixed parameters initialization to make it uniform for the rest of the project for all the versions of IMDF
    • added missing documentation in factory (was there only in the versions)
    • moved log conversions from factory to specific versions (since they are indeed version specific, if later we include the log version)
    • removed some useless calculations on the new DFG based versions (were there, but never used!)
    • introduced two new methods, apply_variants and apply_tree_variants, that are able to apply inductive miner from a list of variants
    • separated DEFAULT_VARIANT from DEFAULT_VARIANT_DFG (indeed, the first in future versions may become the log)
    • increased number of tests in the tests/ folder for inductive miner

Removed

  • 502c5d722d483c567f0e08c16da0bb4c87a94e36
    • remove the empty performance spectrum visualizer folder

Deprecated

Changed

  • e8b030afd37559c93f79e1dd030fdc540aa62135
    • provide fast-parquet library as an alternative to read/write parquet files.

Added

  • 557472bc78900d90beb0757279ef29b89aa410b1
    • integrate LogSkeleton for process discovery and conformance checking
  • 90ba7bf1495fdac7ccef3112efa95687c46a5dd1
    • importing and exporting of Petri net weights

Other

PM4PY 1.2.10 (2020.01.31)

Fixed

  • f571ec65ca544a9322b89cf96299d03da65de5a0
    • import DFG to PN
    • process tree parsing
  • dca5cc602ba8381e5d4e265341dfc5a5292a80c0
    • problem with alignments when transitions have empty preset
  • 68643cb109503e54787f98eb8f40650e37aa151e
    • process tree hashing
  • 9d27f132d40638933be00f9d178e9a1167d36166
    • conversion between the log types

Removed

Deprecated

Changed

  • 945fd64e481c0fbf020da7f71cb1a7974ae9629c
    • make visualization deterministic for process trees, Petri nets and DFGs
  • 15be58abb314c679ddf3b65fa6832c680768c413
    • generic parsing of dates (removed strict dependency on ciso8601)

Added

Other

PM4PY 1.2.9 (2020.01.24)

Fixed

  • be0a282be033765c9d1d7f1a7ba541a11c046834
    • matplotlib backend settings

Removed

Deprecated

Changed

  • ed42182f32eba37df71d9f466ad165036f8d1086
    • full support for numpy v1.18
  • d1a418f8fa2513a469149383fe69df9a4e6fea06
    • full support pandas v1.0

Added

Other

PM4PY 1.2.8 (2020.01.10)

Fixed

  • 6908a34c73c74c42aac3ddf31b964fcae680919e
    • inductive miner sequence cut detection
  • 881f1fa4e76b9e35c2d80ab7d241183b2d6871c0
    • 'Best effort fix' for graphviz based visualizations

Removed

Deprecated

Changed

Added

Other

PM4PY 1.2.7 (2019.12.20)

Fixed

  • programming error in the alignments code
  • should_close for XOR node in PT generation
  • execute_enabled for parallel and OR node in PT generation
  • process tree children setter function

Removed

  • copy.copy for parent nodes of childs in log generation from process tree
  • windows platform reuquirement for ortools/pyarrow

Deprecated

Changed

  • recursion depth in token-based replay invisibles exploration
  • consider only fitting traces in the Align-ETConformance count
  • consider all the optimal alignments (as described in the paper) and not only the first one
  • moving of utilities and making the search function using Dijkstra (since we are looking for fit paths) instead of A*
  • LTL checker: making existing filters more performant (A eventually B eventually C)

Added

  • LTL checker: introducing A eventually B eventually C eventually D
  • LTL checker: introducing time boundaries for each arc of the eventually follows relation

Other

PM4PY 1.2.6 (2019.11.29)

Fixed

  • bug fix in the 'escaping edges' based precision

Removed

Deprecated

Changed

Added

  • Pyarrow serialization integration (supporting in-memory and to .pkl file serialization)

Other