Struct SensitivityAnalysis

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pub struct SensitivityAnalysis {
    pub total_responses: usize,
    pub choice_analyses: HashMap<u32, ChoiceAnalysis>,
}

Expand description

Analysis focused on detecting close logprobs indicating model uncertainty

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§total_responses: usize

Total number of responses analyzed

§choice_analyses: HashMap<u32, ChoiceAnalysis>

Analysis results per choice index

Implementations§

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impl SensitivityAnalysis

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pub fn get_close_positions_for_choice( &self, choice_index: u32, threshold: f32, ) -> Vec<&PositionCloseness>

Get positions below a threshold for a specific choice Threshold is in probability space (0-1), where smaller values indicate closer probabilities

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pub fn get_closest_positions_for_choice( &self, choice_index: u32, count: usize, ) -> Vec<&PositionCloseness>

Get the closest N positions for a specific choice

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pub fn print_summary(&self)

Print a summary of the sensitivity analysis

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pub fn close_position_percentage_for_choice( &self, choice_index: u32, threshold: f32, ) -> f32

Get percentage of positions with close probabilities for a specific choice Threshold is in probability space (0-1)

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pub fn detect_multiple_close_tokens( &self, choice_index: u32, threshold: f32, ) -> Vec<MultipleCloseTokens>

Check if multiple tokens are close (within threshold of each other)

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pub fn detect_likely_greedy_decoding(&self, choice_index: u32) -> bool

Detect if greedy decoding was likely used by checking if selected tokens are always the most probable Note: This is an approximation since we infer selection from the data structure

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pub fn greedy_selection_percentage(&self, choice_index: u32) -> f32

Get percentage of positions with greedy-like selection patterns

Trait Implementations§

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impl Clone for SensitivityAnalysis

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fn clone(&self) -> SensitivityAnalysis

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 SensitivityAnalysis

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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 SensitivityAnalysis

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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 SensitivityAnalysis

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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

Auto Trait Implementations§

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impl UnwindSafe for SensitivityAnalysis

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