Pm4py

Added
* f6d5a343808b350e83caac8cb0480e2ca671bfb4
* method in the simplified interface to get the curently enabled transitions
* 44964d19b7052350f21d637c1a55048026d2b165
* replay prefix using TBR (to obtain a marking)
* eb49b29863c65102ada2443ae66d7fe529a3d91e
* OCEL relational validation
* a128100af8182070453df161a22dbb54d1c08458
* LLM textual abstraction of a single case object
* 0f5b5668a8f134a36e65349f835bf4e1835ae9ea
* LLM textual abstraction of the log skeleton
* 3287c53c83f0198b47c56a3ef7b15ed8d6e09b3f
* LLM textual abstraction of EventLog features
* 7892697f04e14bbfecb7842139a82daf939aefbe
* restored OpenAI query executor

Changed
* e414949a69e0376c0299955ecf7cb7d27f7cf349
* removed deprecation warning dotted chart and performance spectrum' packages
* 8f4ebdf93c3cbb57e7427238871d4b2e048f357c
* added warning for dropping rows with empty case ID/activity/timestamp in format_dataframe
* 1b35a81e58ee145d5c82029c1110234ac3899856
* added the possibility to specify the cae ID in project_on_event_attribute
* 6a4025f9a430ea32da29dd4142a51473ba16c5ef
* optimization connected components filtering OCEL
* c1028d56269e775167c3cb89827e02a57d263384
* minor changes OCEL 2.0 XML importers/exporters
* 3287c53c83f0198b47c56a3ef7b15ed8d6e09b3f
* max_num_edges parameter in simplified interface's DFG visualization
* 8e04c243a2de3e344832f719e085a0630b3a5f1c
* removing point border in dotted chart
* c5056add3101b7a846a630d67062f5ca9b8c84d3
* deug parameter for Petri nets visualization in simplified interface
* b11d3ae66c1ddf3be244f233efd8c7b1a02124e2
* moved "pm4py.algo.querying.openai" to "pm4py.algo.querying.llm"
* moved "pm4py.openai" to "pm4py.llm" (simplified interface)

Deprecated

Fixed
* 437a8c8b885b8e11557ff20e9a5635eeaf4c919c
* fix problem OCEL copy/deepcopy
* 2705b6b6be171bf821570f58027db531e7290801
* small fixes feature extraction event log
* 8a588ff40143f585faf643a5f9cb9f7137ab32e6
* small fix textual abstraction OCEL features
* 63108ee30c05a60a99f58a1fbb31dd33228c76fc
* fixing DFG visualization when some activities do not appear in the DFG (single activity cases)
* 30932c4de18ea55dace9678cb87a784d7eb438af
* bug fix Alpha Miner on Pandas dataframes
* 5cc3ded30c7f15ebe13d0a74894ca7f18f8a96e4
* fix heuristics net visualization's background color issue

Removed

Other


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Added
* 546cff5c7d91810b068777870ae20dab2b110150
* pm4py.openai.abstract_log_attributes method in the simplified interface
* e9ee619300f59713c481d9fd592b3eeefc489175
* added get_diagnostics_dataframe method for temporal profile-based conformance checking
* 7a410f6cb33773cb218c5ce7df37ded4844df7b9
* possibility to get GraphvizJS HTML output

Changed
* 45dcc3de2ddf4348f8a7e31bae54529ec2ab9ad7
* consistency checks when importing/exporting OCELs
* 9c4eb3a8512fbd20f7352341131ec2855b108b95
* consistency checks OCEL feature extraction
* 091908c11a62b6708bb64adafa7a4168099b140d
* footprints visualization in the simplified interface - comparison
* 69d50384784f67a74823a4a0af99a1ebf9f0c302
* minor improvement log2ocel conversion
* 3e88d920caf8d0dc902af2dcc2c3dcb3d752bfe8
* removed hard-coded prompts from OpenAI API
* added abstract_ocel_ocdfg and abstract_ocel_variants abstractions

Deprecated

Fixed
* f8b77348b47c782a709cb6ee5646715c20e35710
* fixed performance spectrum computation on Pandas dataframes

Removed

Other


--

Added
* e561089945951e91b2ecfe0f223b35bd2d351630
* other NLP/LLM abstractions
* 42b0d2a6f6fe7430d382117bf0ce54e8fd60ce23
* return diagnostics dataframe in pm4py.conformance methods&

Changed
* 44fc2aecd0885534dd2083a4011be9e031c3a04a
* improved integration possibilities with PowerBI
* f805fd46673be291584ce489bf9def73df1dba71
* read constants from environment variables
* 6737019a6de4e15d6063506e5a7ea2e571fc167d
* added DEFAULT_RETURN_DIAGNOSTICS_DATAFRAME option in constants
* 0ba6b34c19587357425cb27cccb23b12d70978a7
* workaround for inconsistencies in pm4py.stats.get_trace_attribute_values

Deprecated

Fixed
* 7dfeac5ddc4f4f6a8b5410fc2e04016590b6f22a
* fixed OCEL2 XML importer

Removed

Other


---

Added

Changed
* c617471c12c1f07c092e32ccf6d76d5aa6c4ec2a
* change X Axis in pm4py.view_events_distribution_graph
* cf744cb22cd6affb0a8d7ce26b9827c3e8b0b903
* changes/fixes to the alignments table representation

Deprecated

Fixed
* d0ee4a8c8db76900444bc3e0026b0ea54581e9e7
* fixed OCEL deepcopy
* 5fd45bdf5d3cf17f364669cba7a5fab549236e7a
* major fix WOFLAN

Removed

Other


---

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


---

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

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