Index

A

ACTIVITY (sax.core.process_data.formatters.csv_formatter.CSVFormatter.Parameters attribute) (sax.core.process_data.formatters.mxml_formatter.MXMLConstants attribute) (sax.core.process_data.formatters.mxml_formatter.MXMLFormatter.Parameters attribute) (sax.core.process_data.formatters.xes_formatter.XESFormatter.Parameters attribute) ACTIVITY_KEY (sax.core.utils.constants.Constants attribute) add_start_time() (in module sax.core.utils.helper_utils)

Algorithm (class in sax.core.causal_process_discovery.causal_constants) apply() (sax.core.causal_process_discovery.modalities.base_anchor.BaseAnchor method) (sax.core.causal_process_discovery.modalities.chain_anchor.ChainAnchorTransformer method) (sax.core.causal_process_discovery.modalities.parent_anchor.ParentAnchorTransformer method) ASSIGN (sax.core.utils.constants.LifecycleTypes attribute) ATTRIBUTE (sax.core.process_data.formatters.mxml_formatter.MXMLConstants attribute) ATTRIBUTE_NAME (sax.core.process_data.formatters.mxml_formatter.MXMLConstants attribute)

B

BAM (sax.core.synthesis.llms.base_llm.ModelTypes attribute) BaseAnchor (class in sax.core.causal_process_discovery.modalities.base_anchor) BaseCausalAlgorithm (class in sax.core.causal_process_discovery.algorithms.base_causal_alg)

BaseFormatter (class in sax.core.process_data.formatters.base_formatter) BaseLLM (class in sax.core.synthesis.llms.base_llm) BaseProcessDataObject (class in sax.core.process_data.data) BaseRetriever (class in sax.core.synthesis.rag.base_retrieval)

C

CASE_ID (sax.core.process_data.formatters.csv_formatter.CSVFormatter.Parameters attribute) (sax.core.process_data.formatters.mxml_formatter.MXMLFormatter.Parameters attribute) (sax.core.process_data.formatters.xes_formatter.XESFormatter.Parameters attribute) CASE_ID_KEY (sax.core.utils.constants.Constants attribute) CausalDataException CausalResultInfo (class in sax.core.causal_process_discovery.algorithms.base_causal_alg) CHAIN (sax.core.causal_process_discovery.causal_constants.Modality attribute) ChainAnchorTransformer (class in sax.core.causal_process_discovery.modalities.chain_anchor) COMPLETE (sax.core.utils.constants.LifecycleTypes attribute) Constants (class in sax.core.utils.constants)

ConstantsMeta (class in sax.core.utils.constants) convert_timestamp_columns_in_df() (in module sax.core.utils.helper_utils) copy() (sax.core.process_data.data.BaseProcessDataObject method) (sax.core.process_data.raw_event_data.RawEventData method) create_from_dataframe() (in module sax.core.process_mining.process_mining) createDocumentContextRetriever() (in module sax.core.synthesis.sax_explainability) CSV_SEPARATOR (sax.core.process_data.formatters.csv_formatter.CSVFormatter.Parameters attribute) (sax.core.utils.constants.Constants attribute) CSVFormatter (class in sax.core.process_data.formatters.csv_formatter) CSVFormatter.Parameters (class in sax.core.process_data.formatters.csv_formatter)

D

DATA (sax.core.process_data.formatters.mxml_formatter.MXMLConstants attribute) discover_bpmn_model() (in module sax.core.process_mining.process_mining) discover_causal_dependencies() (in module sax.core.causal_process_discovery.causal_discovery) discover_dfg() (in module sax.core.process_mining.process_mining)

discover_heuristics_net() (in module sax.core.process_mining.process_mining) discover_process_map() (in module sax.core.process_mining.process_mining) discover_process_tree() (in module sax.core.process_mining.process_mining) DocumentRetrieverLLM (class in sax.core.synthesis.rag.documents_retrieval)

E

ELEMENT_ID (sax.core.process_data.formatters.mxml_formatter.MXMLConstants attribute) enumerateDisrepancies() (in module sax.core.synthesis.sax_explainability) EVENT_TYPE (sax.core.process_data.formatters.mxml_formatter.MXMLConstants attribute) explain_process_behaviors() (sax.core.process_xai.xai.XAILibrary method)

extract_data() (sax.core.process_data.formatters.base_formatter.BaseFormatter method) (sax.core.process_data.formatters.csv_formatter.CSVFormatter method) (sax.core.process_data.formatters.mxml_formatter.MXMLFormatter method) (sax.core.process_data.formatters.xes_formatter.XESFormatter method) extract_from_dataframe() (sax.core.process_data.formatters.csv_formatter.CSVFormatter method)

F

filter_end_activities() (in module sax.core.process_mining.process_mining) filter_start_activities() (in module sax.core.process_mining.process_mining)

filterLifecycleEvents() (sax.core.process_data.raw_event_data.RawEventData method) filterVariants() (sax.core.process_data.raw_event_data.RawEventData method) from_string() (sax.core.causal_process_discovery.causal_constants.Modality class method)

G

get_data_causal_representation() (in module sax.core.causal_process_discovery.causal_discovery) get_data_process_representation() (in module sax.core.process_mining.process_mining) get_end_activities() (in module sax.core.process_mining.process_mining) get_model_causal_representation() (in module sax.core.causal_process_discovery.causal_discovery) get_model_process_representation() (in module sax.core.process_mining.process_mining) get_param_value() (in module sax.core.utils.helper_utils) get_properties() (in module sax.core.utils.helper_utils) get_retriever() (sax.core.synthesis.rag.base_retrieval.BaseRetriever method) (sax.core.synthesis.rag.documents_retrieval.DocumentRetrieverLLM method) get_start_activities() (in module sax.core.process_mining.process_mining) getActivitiesAttributesData() (sax.core.process_data.tabular_data.TabularEventData method) getActivitiesData() (sax.core.process_data.tabular_data.TabularEventData method) getActivitiesForTrace() (sax.core.process_data.data.BaseProcessDataObject method) getActivityAttributesData() (sax.core.process_data.tabular_data.TabularEventData method) getAdjacencyMatrix() (sax.core.causal_process_discovery.algorithms.base_causal_alg.CausalResultInfo method) getCaseAndActivitiesData() (sax.core.process_data.tabular_data.TabularEventData method) getCaseIdColumnName() (sax.core.process_data.data.BaseProcessDataObject method) getCaseIDData() (sax.core.process_data.tabular_data.TabularEventData method) getColumns() (sax.core.causal_process_discovery.algorithms.base_causal_alg.CausalResultInfo method) getData() (sax.core.process_data.data.BaseProcessDataObject method)

getDiscoveryResult() (sax.core.causal_process_discovery.algorithms.base_causal_alg.CausalResultInfo method) (sax.core.process_data.discovery_result.ResultInfo method) getEmbeddingModel() (sax.core.synthesis.llms.base_llm.BaseLLM method) getExplanations() (in module sax.core.synthesis.sax_explainability) getLength() (sax.core.process_data.data.BaseProcessDataObject method) getLog() (sax.core.process_data.raw_event_data.RawEventData method) getMandatoryProperties() (sax.core.process_data.data.BaseProcessDataObject method) getMandatoryPropertiesData() (sax.core.process_data.raw_event_data.RawEventData method) getModel() (in module sax.core.synthesis.sax_explainability) (sax.core.synthesis.llms.base_llm.BaseLLM method) getModelLLM() (sax.core.synthesis.llms.base_llm.BaseLLM static method) getOptionalProperties() (sax.core.process_data.data.BaseProcessDataObject method) getOptionalPropertiesData() (sax.core.process_data.raw_event_data.RawEventData method) getPriorKnowledge() (sax.core.causal_process_discovery.prior_knowledge.PriorKnowledge method), [1] getSyntethis() (in module sax.core.synthesis.sax_explainability) getTrace() (sax.core.process_data.data.BaseProcessDataObject method) (sax.core.process_data.tabular_data.TabularEventData method) getVariants() (sax.core.process_data.data.BaseProcessDataObject method) (sax.core.process_data.raw_event_data.RawEventData method) getVariantsKeys() (sax.core.process_data.raw_event_data.RawEventData method) GROUP_KEY (sax.core.utils.constants.Constants attribute)

I

ID_ATTRIBUTE (sax.core.process_data.formatters.mxml_formatter.MXMLConstants attribute) import_csv() (in module sax.core.process_mining.process_mining)

import_mxml() (in module sax.core.process_mining.process_mining) import_xes() (in module sax.core.process_mining.process_mining)

L

LifecycleTypes (class in sax.core.utils.constants) LINGAM (sax.core.causal_process_discovery.causal_constants.Algorithm attribute)

LingamImpl (class in sax.core.causal_process_discovery.algorithms.lingam) List (sax.core.process_data.raw_event_data.RawEventData attribute)

M

make_prior_knowledge_graph() (sax.core.causal_process_discovery.prior_knowledge.PriorKnowledge method), [1] Modality (class in sax.core.causal_process_discovery.causal_constants) ModelTypes (class in sax.core.synthesis.llms.base_llm) module sax.core sax.core.causal_process_discovery sax.core.causal_process_discovery.algorithms sax.core.causal_process_discovery.algorithms.base_causal_alg sax.core.causal_process_discovery.algorithms.lingam sax.core.causal_process_discovery.causal_constants sax.core.causal_process_discovery.causal_discovery sax.core.causal_process_discovery.modalities sax.core.causal_process_discovery.modalities.base_anchor sax.core.causal_process_discovery.modalities.chain_anchor sax.core.causal_process_discovery.modalities.parent_anchor sax.core.causal_process_discovery.prior_knowledge, [1] sax.core.process_data sax.core.process_data.data sax.core.process_data.discovery_result sax.core.process_data.formatters sax.core.process_data.formatters.base_formatter sax.core.process_data.formatters.csv_formatter sax.core.process_data.formatters.mxml_formatter sax.core.process_data.formatters.xes_formatter sax.core.process_data.raw_event_data sax.core.process_data.tabular_data sax.core.process_mining sax.core.process_mining.process_mining sax.core.process_xai sax.core.process_xai.xai sax.core.synthesis sax.core.synthesis.llms sax.core.synthesis.llms.base_llm sax.core.synthesis.llms.openai sax.core.synthesis.llms.watsonx sax.core.synthesis.rag sax.core.synthesis.rag.base_retrieval sax.core.synthesis.rag.documents_retrieval sax.core.synthesis.sax_explainability sax.core.utils sax.core.utils.constants sax.core.utils.helper_utils

MXMLConstants (class in sax.core.process_data.formatters.mxml_formatter) MXMLFormatter (class in sax.core.process_data.formatters.mxml_formatter) MXMLFormatter.Parameters (class in sax.core.process_data.formatters.mxml_formatter)

O

OPENAI (sax.core.synthesis.llms.base_llm.ModelTypes attribute)

OpenAILLM (class in sax.core.synthesis.llms.openai)

P

PARENT (sax.core.causal_process_discovery.causal_constants.Modality attribute) ParentAnchorTransformer (class in sax.core.causal_process_discovery.modalities.parent_anchor) POSITIVE_LINGAM (sax.core.causal_process_discovery.causal_constants.Algorithm attribute)

PriorKnowledge (class in sax.core.causal_process_discovery.prior_knowledge), [1] PROCESS_ID (sax.core.process_data.formatters.mxml_formatter.MXMLConstants attribute) PROCESS_INSTANCE (sax.core.process_data.formatters.mxml_formatter.MXMLConstants attribute)

R

RawEventData (class in sax.core.process_data.raw_event_data) RESOURCE (sax.core.process_data.formatters.mxml_formatter.MXMLConstants attribute) RESOURCE_ID (sax.core.process_data.formatters.csv_formatter.CSVFormatter.Parameters attribute) (sax.core.process_data.formatters.mxml_formatter.MXMLFormatter.Parameters attribute) (sax.core.process_data.formatters.xes_formatter.XESFormatter.Parameters attribute)

RESOURCE_KEY (sax.core.utils.constants.Constants attribute) ResultInfo (class in sax.core.process_data.discovery_result) run() (sax.core.causal_process_discovery.algorithms.base_causal_alg.BaseCausalAlgorithm method) (sax.core.causal_process_discovery.algorithms.lingam.LingamImpl method)

S

sanity_check() (sax.core.causal_process_discovery.algorithms.base_causal_alg.BaseCausalAlgorithm method) (sax.core.causal_process_discovery.algorithms.lingam.LingamImpl method) sax.core module sax.core.causal_process_discovery module sax.core.causal_process_discovery.algorithms module sax.core.causal_process_discovery.algorithms.base_causal_alg module sax.core.causal_process_discovery.algorithms.lingam module sax.core.causal_process_discovery.causal_constants module sax.core.causal_process_discovery.causal_discovery module sax.core.causal_process_discovery.modalities module sax.core.causal_process_discovery.modalities.base_anchor module sax.core.causal_process_discovery.modalities.chain_anchor module sax.core.causal_process_discovery.modalities.parent_anchor module sax.core.causal_process_discovery.prior_knowledge module, [1] sax.core.process_data module sax.core.process_data.data module sax.core.process_data.discovery_result module sax.core.process_data.formatters module sax.core.process_data.formatters.base_formatter module sax.core.process_data.formatters.csv_formatter module sax.core.process_data.formatters.mxml_formatter module sax.core.process_data.formatters.xes_formatter module

sax.core.process_data.raw_event_data module sax.core.process_data.tabular_data module sax.core.process_mining module sax.core.process_mining.process_mining module sax.core.process_xai module sax.core.process_xai.xai module sax.core.synthesis module sax.core.synthesis.llms module sax.core.synthesis.llms.base_llm module sax.core.synthesis.llms.openai module sax.core.synthesis.llms.watsonx module sax.core.synthesis.rag module sax.core.synthesis.rag.base_retrieval module sax.core.synthesis.rag.documents_retrieval module sax.core.synthesis.sax_explainability module sax.core.utils module sax.core.utils.constants module sax.core.utils.helper_utils module START (sax.core.utils.constants.LifecycleTypes attribute) START_BASE_COLUMN (sax.core.utils.constants.Constants attribute) STARTTIME_COLUMN (sax.core.process_data.formatters.csv_formatter.CSVFormatter.Parameters attribute) (sax.core.utils.constants.Constants attribute)

T

TabularEventData (class in sax.core.process_data.tabular_data) TIMESTAMP (sax.core.process_data.formatters.csv_formatter.CSVFormatter.Parameters attribute) (sax.core.process_data.formatters.mxml_formatter.MXMLConstants attribute) (sax.core.process_data.formatters.mxml_formatter.MXMLFormatter.Parameters attribute) (sax.core.process_data.formatters.xes_formatter.XESFormatter.Parameters attribute) TIMESTAMP_FORMAT (sax.core.process_data.formatters.csv_formatter.CSVFormatter.Parameters attribute) (sax.core.process_data.formatters.mxml_formatter.MXMLFormatter.Parameters attribute) (sax.core.process_data.formatters.xes_formatter.XESFormatter.Parameters attribute)

TIMESTAMP_FORMAT_KEY (sax.core.utils.constants.Constants attribute) TIMESTAMP_KEY (sax.core.utils.constants.Constants attribute) TRACE_INSTANCE (sax.core.process_data.formatters.mxml_formatter.MXMLConstants attribute) transposeFullDataframe() (sax.core.process_data.raw_event_data.RawEventData method) transposeToTabular() (sax.core.process_data.raw_event_data.RawEventData method) TYPE (sax.core.process_data.formatters.csv_formatter.CSVFormatter.Parameters attribute) (sax.core.process_data.formatters.mxml_formatter.MXMLFormatter.Parameters attribute) (sax.core.process_data.formatters.xes_formatter.XESFormatter.Parameters attribute) TYPE_KEY (sax.core.utils.constants.Constants attribute)

U

unroll() (in module sax.core.utils.helper_utils)

V

view_bpmn_model() (in module sax.core.process_mining.process_mining) view_causal_dependencies() (in module sax.core.causal_process_discovery.causal_discovery) view_dfg() (in module sax.core.process_mining.process_mining)

view_heuristics_net() (in module sax.core.process_mining.process_mining) view_process_map() (in module sax.core.process_mining.process_mining) view_process_tree() (in module sax.core.process_mining.process_mining)

W

WatsonXLLM (class in sax.core.synthesis.llms.watsonx)

X

XAILibrary (class in sax.core.process_xai.xai)

XESFormatter (class in sax.core.process_data.formatters.xes_formatter) XESFormatter.Parameters (class in sax.core.process_data.formatters.xes_formatter)