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"""
Causal Analysis and Relationship Inference
This module handles the fifth stage of the agent monitoring pipeline:
- Causal analysis of knowledge graphs and perturbation test results
- Component analysis and influence measurement
- Confounder detection and analysis
- DoWhy-based causal inference
- Graph-based causal reasoning
Functional Organization:
- causal_interface: Main interface for causal analysis
- component_analysis: Component-level causal analysis methods
- influence_analysis: Influence measurement and analysis
- dowhy_analysis: DoWhy-based causal inference
- graph_analysis: Graph-based causal reasoning
- confounders: Confounder detection methods
- utils: Utility functions for causal analysis
Usage:
from agentgraph.causal import CausalAnalysisInterface
from agentgraph.causal import calculate_average_treatment_effect
from agentgraph.causal import detect_confounders
"""
# Main interface (pure functions)
from .causal_interface import analyze_causal_effects, enrich_knowledge_graph, generate_report
# Core analysis methods
from .component_analysis import (
calculate_average_treatment_effect,
granger_causality_test,
compute_causal_effect_strength
)
from .influence_analysis import (
analyze_component_influence,
evaluate_model,
identify_key_components
)
from .dowhy_analysis import (
run_dowhy_analysis,
analyze_components_with_dowhy,
generate_simple_causal_graph
)
from .graph_analysis import (
CausalGraph,
CausalAnalyzer,
enrich_knowledge_graph,
generate_summary_report
)
# Subdirectories
from . import confounders
from . import utils
__all__ = [
# Main interface (pure functions)
'analyze_causal_effects',
'enrich_knowledge_graph',
'generate_report',
# Component analysis
'calculate_average_treatment_effect',
'granger_causality_test',
'compute_causal_effect_strength',
# Influence analysis
'analyze_component_influence',
'evaluate_model',
'identify_key_components',
# DoWhy analysis
'run_dowhy_analysis',
'analyze_components_with_dowhy',
'generate_simple_causal_graph',
# Graph analysis
'CausalGraph',
'CausalAnalyzer',
'generate_summary_report',
# Submodules
'confounders',
'utils'
] |