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AdversarialExample

trustformers_debug::simulation_tools::adversarial_analysis

Struct AdversarialExample 

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pub struct AdversarialExample {
    pub id: String,
    pub attack_method: AdversarialMethod,
    pub original_input: HashMap<String, f64>,
    pub adversarial_input: HashMap<String, f64>,
    pub original_prediction: f64,
    pub adversarial_prediction: f64,
    pub perturbation: HashMap<String, f64>,
    pub perturbation_norm: f64,
    pub is_successful: bool,
    pub confidence: f64,
}
Expand description

Individual adversarial example

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§id: String

Example ID

§attack_method: AdversarialMethod

Attack method used

§original_input: HashMap<String, f64>

Original input

§adversarial_input: HashMap<String, f64>

Adversarial input

§original_prediction: f64

Original prediction

§adversarial_prediction: f64

Adversarial prediction

§perturbation: HashMap<String, f64>

Perturbation vector

§perturbation_norm: f64

Perturbation norm

§is_successful: bool

Attack success

§confidence: f64

Attack confidence

Trait Implementations§

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impl Clone for AdversarialExample

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fn clone(&self) -> AdversarialExample

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for AdversarialExample

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

Formats the value using the given formatter. Read more
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impl<'de> Deserialize<'de> for AdversarialExample

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fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
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impl Serialize for AdversarialExample

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fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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where T: ?Sized,

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Immutably borrows from an owned value. Read more
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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
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fn to_json(&self) -> Result<String, TrustformersError>

Serialize to JSON string
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Load from file
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