Enum CausalQuery 

#[non_exhaustive]
pub enum CausalQuery {
    AverageEffect(AverageEffectQuery),
    TemporalEffect(TemporalEffectQuery),
    Counterfactual(CounterfactualQuery),
    AnomalyAttribution(AnomalyAttributionQuery),
    ChangeAttribution(ChangeAttributionQuery),
    MechanismChange(MechanismChangeQuery),
    UnitChange(UnitChangeQuery),
    Mediation(MediationQuery),
    ConditionalEffect(ConditionalEffectQuery),
    Distribution(InterventionalDistributionQuery),
    PathSpecific(PathSpecificEffectQuery),
    Response(ResponseQuery),
    Transport(TransportQuery),
    Interference(InterferenceQuery),
}

Top-level causal query enum.

Variants (Non-exhaustive)

Non-exhaustive enums could have additional variants added in future. Therefore, when matching against variants of non-exhaustive enums, an extra wildcard arm must be added to account for any future variants.

AverageEffect(AverageEffectQuery)

Average / population effect (static).

TemporalEffect(TemporalEffectQuery)

Temporal effect over a discrete horizon.

Counterfactual(CounterfactualQuery)

Counterfactual / unit-level what-if query .

AnomalyAttribution(AnomalyAttributionQuery)

Anomaly attribution for one or more units .

ChangeAttribution(ChangeAttributionQuery)

Distribution / population change attribution .

MechanismChange(MechanismChangeQuery)

Mechanism-change detection — not attribution .

UnitChange(UnitChangeQuery)

Per-unit change attribution .

Mediation(MediationQuery)

Mediation (direct / mediated / natural effects).

ConditionalEffect(ConditionalEffectQuery)

Conditional average effect given modifiers.

Distribution(InterventionalDistributionQuery)

Interventional distribution P(Y | do(…)).

PathSpecific(PathSpecificEffectQuery)

Path-specific effect / contribution.

Response(ResponseQuery)

Continuous response, derivative, policy response, or Jacobian.

Transport(TransportQuery)

Structurally transported response between populations.

Interference(InterferenceQuery)

Randomization-based causal effect under interference.

Implementations

impl CausalQuery

pub fn average_effect(query: AverageEffectQuery) -> Self

Construct an average-effect query.

pub fn temporal_effect(query: TemporalEffectQuery) -> Self

Construct a temporal-effect query.

pub fn counterfactual(query: CounterfactualQuery) -> Self

Construct a counterfactual query.

pub fn anomaly_attribution(query: AnomalyAttributionQuery) -> Self

Construct an anomaly attribution query.

pub fn change_attribution(query: ChangeAttributionQuery) -> Self

Construct a change attribution query.

pub fn mechanism_change(query: MechanismChangeQuery) -> Self

Construct a mechanism-change detection query.

pub fn unit_change(query: UnitChangeQuery) -> Self

Construct a unit-change attribution query.

pub fn mediation(query: MediationQuery) -> Self

Construct a mediation query.

pub fn conditional_effect(query: ConditionalEffectQuery) -> Self

Construct a conditional-effect query.

pub fn distribution(query: InterventionalDistributionQuery) -> Self

Construct an interventional-distribution query.

pub fn path_specific(query: PathSpecificEffectQuery) -> Self

Construct a path-specific effect query.

pub fn response(query: ResponseQuery) -> Self

Construct a continuous-response query.

pub fn transport(query: TransportQuery) -> Self

Construct a transportability query.

pub fn interference(query: InterferenceQuery) -> Self

Construct an interference query.

impl CausalQuery

pub const fn is_static_ate(&self) -> bool

Whether this query is the static ATE path.

pub const fn is_temporal_effect(&self) -> bool

Whether this query is a temporal effect.

pub const fn is_counterfactual(&self) -> bool

Whether this query is counterfactual.

pub const fn is_mediation(&self) -> bool

Whether this query is mediation.

pub const fn is_conditional_effect(&self) -> bool

Whether this query is a conditional effect.

pub const fn is_distribution(&self) -> bool

Whether this query is an interventional distribution.

pub const fn is_path_specific(&self) -> bool

Whether this query is path-specific.

pub fn validate(&self) -> Result<(), QueryError>

Validate the inner query.

Errors

Propagates inner QueryError.

Trait Implementations

impl Clone for CausalQuery

fn clone(&self) -> CausalQuery

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for CausalQuery

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl From<AnomalyAttributionQuery> for CausalQuery

fn from(query: AnomalyAttributionQuery) -> Self

Converts to this type from the input type.

impl From<AverageEffectQuery> for CausalQuery

fn from(query: AverageEffectQuery) -> Self

Converts to this type from the input type.

impl From<ChangeAttributionQuery> for CausalQuery

fn from(query: ChangeAttributionQuery) -> Self

Converts to this type from the input type.

impl From<ConditionalEffectQuery> for CausalQuery

fn from(query: ConditionalEffectQuery) -> Self

Converts to this type from the input type.

impl From<CounterfactualQuery> for CausalQuery

fn from(query: CounterfactualQuery) -> Self

Converts to this type from the input type.

impl From<InterferenceQuery> for CausalQuery

fn from(query: InterferenceQuery) -> Self

Converts to this type from the input type.

impl From<InterventionalDistributionQuery> for CausalQuery

fn from(query: InterventionalDistributionQuery) -> Self

Converts to this type from the input type.

impl From<MechanismChangeQuery> for CausalQuery

fn from(query: MechanismChangeQuery) -> Self

Converts to this type from the input type.

impl From<MediationQuery> for CausalQuery

fn from(query: MediationQuery) -> Self

Converts to this type from the input type.

impl From<PathSpecificEffectQuery> for CausalQuery

fn from(query: PathSpecificEffectQuery) -> Self

Converts to this type from the input type.

impl From<ResponseQuery> for CausalQuery

fn from(query: ResponseQuery) -> Self

Converts to this type from the input type.

impl From<TemporalEffectQuery> for CausalQuery

fn from(query: TemporalEffectQuery) -> Self

Converts to this type from the input type.

impl From<TransportQuery> for CausalQuery

fn from(query: TransportQuery) -> Self

Converts to this type from the input type.

impl From<UnitChangeQuery> for CausalQuery

fn from(query: UnitChangeQuery) -> Self

Converts to this type from the input type.

impl PartialEq for CausalQuery

fn eq(&self, other: &CausalQuery) -> bool

Equality operator ==.

fn ne(&self, other: &Rhs) -> bool

Inequality operator !=.

impl StructuralPartialEq for CausalQuery