Struct FuzzyMatcher

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pub struct FuzzyMatcher { /* private fields */ }

Expand description

Fuzzy matcher for semantic similarity-based retrieval.

Implements multiple similarity metrics (Jaccard, Levenshtein, containment) and combines entity matching, chunk content matching, and graph-based semantic expansion.

§Similarity Metrics

Jaccard: Word set overlap (40% weight)
Containment: Subset similarity (40% weight)
Levenshtein: Edit distance (20% weight)

§Matching Strategies

Entity Matching: Match against entity names and types
Chunk Matching: Match against document content
Semantic Expansion: Traverse graph relationships

§Example

use graphrag_core::rograg::{FuzzyMatcher, FuzzyMatchConfig};

let config = FuzzyMatchConfig {
    similarity_threshold: 0.7,
    max_matches: 5,
    ..Default::default()
};

let matcher = FuzzyMatcher::with_config(config);
let result = matcher.match_query("query text", &graph)?;

Implementations§

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impl FuzzyMatcher

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pub fn new() -> FuzzyMatcher

Create a new fuzzy matcher with default configuration.

Uses default similarity threshold (0.6), max matches (10), and enables all matching strategies.

§Returns

Returns a FuzzyMatcher with default settings.

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pub fn with_config(config: FuzzyMatchConfig) -> FuzzyMatcher

Create a new fuzzy matcher with custom configuration.

§Arguments

config - Custom configuration for matching behavior

§Returns

Returns a FuzzyMatcher with the specified configuration.

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pub fn match_query( &self, query: &str, graph: &KnowledgeGraph, ) -> Result<FuzzyMatchResult, GraphRAGError>

Match a query against the knowledge graph using fuzzy semantic similarity.

Executes a multi-stage matching process:

Direct entity name matching (exact and partial)
Text chunk content matching
Semantic expansion through graph relationships (if enabled)

Results are ranked by similarity and limited to max_matches.

§Arguments

query - The query text to match
graph - The knowledge graph to search

§Returns

Returns a FuzzyMatchResult containing matches, confidence scores, and generated content.

§Errors

FuzzyMatchError::InvalidGraph if the graph is empty
FuzzyMatchError::NoMatches if no matches exceed the similarity threshold

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pub fn get_config(&self) -> &FuzzyMatchConfig

Get the current configuration.

§Returns

Returns a reference to the current FuzzyMatchConfig.

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pub fn update_config(&mut self, config: FuzzyMatchConfig)

Update the matcher configuration.

§Arguments

config - New configuration to use

§Note

Configuration changes take effect immediately for subsequent queries.

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pub fn clear_cache(&self)

Clear the similarity computation cache.

Note: Caching is currently disabled for Arc compatibility.

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pub fn cache_stats(&self) -> (usize, usize)

Get cache statistics.

§Returns

Returns (hits, total) tuple. Currently always (0, 0) as caching is disabled.

Trait Implementations§

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impl Default for FuzzyMatcher

Available on crate feature rograg only.

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fn default() -> FuzzyMatcher

Returns the “default value” for a type. Read more

Auto Trait Implementations§

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impl RefUnwindSafe for FuzzyMatcher

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impl UnsafeUnpin for FuzzyMatcher

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impl UnwindSafe for FuzzyMatcher

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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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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

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impl<T> Conv for T

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fn conv<T>(self) -> T
where Self: Into<T>,

Converts self into T using Into<T>. Read more

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T> Instrument for T

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fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more

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fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more

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impl<T, U> Into for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

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impl<D> OwoColorize for D

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fn fg<C>(&self) -> FgColorDisplay<'_, C, Self>
where C: Color,

Set the foreground color generically Read more

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fn bg<C>(&self) -> BgColorDisplay<'_, C, Self>
where C: Color,

Set the background color generically. Read more

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fn black(&self) -> FgColorDisplay<'_, Black, Self>

Change the foreground color to black

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fn on_black(&self) -> BgColorDisplay<'_, Black, Self>

Change the background color to black

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fn red(&self) -> FgColorDisplay<'_, Red, Self>

Change the foreground color to red

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fn on_red(&self) -> BgColorDisplay<'_, Red, Self>

Change the background color to red

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fn green(&self) -> FgColorDisplay<'_, Green, Self>

Change the foreground color to green

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fn on_green(&self) -> BgColorDisplay<'_, Green, Self>

Change the background color to green

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fn yellow(&self) -> FgColorDisplay<'_, Yellow, Self>

Change the foreground color to yellow

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fn on_yellow(&self) -> BgColorDisplay<'_, Yellow, Self>

Change the background color to yellow

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fn blue(&self) -> FgColorDisplay<'_, Blue, Self>

Change the foreground color to blue

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fn on_blue(&self) -> BgColorDisplay<'_, Blue, Self>

Change the background color to blue

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fn magenta(&self) -> FgColorDisplay<'_, Magenta, Self>

Change the foreground color to magenta

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fn on_magenta(&self) -> BgColorDisplay<'_, Magenta, Self>

Change the background color to magenta

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fn purple(&self) -> FgColorDisplay<'_, Magenta, Self>

Change the foreground color to purple

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fn on_purple(&self) -> BgColorDisplay<'_, Magenta, Self>

Change the background color to purple

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fn cyan(&self) -> FgColorDisplay<'_, Cyan, Self>

Change the foreground color to cyan

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fn on_cyan(&self) -> BgColorDisplay<'_, Cyan, Self>

Change the background color to cyan

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fn white(&self) -> FgColorDisplay<'_, White, Self>

Change the foreground color to white

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fn on_white(&self) -> BgColorDisplay<'_, White, Self>

Change the background color to white

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fn default_color(&self) -> FgColorDisplay<'_, Default, Self>

Change the foreground color to the terminal default

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fn on_default_color(&self) -> BgColorDisplay<'_, Default, Self>

Change the background color to the terminal default

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fn bright_black(&self) -> FgColorDisplay<'_, BrightBlack, Self>

Change the foreground color to bright black

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fn on_bright_black(&self) -> BgColorDisplay<'_, BrightBlack, Self>

Change the background color to bright black

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fn bright_red(&self) -> FgColorDisplay<'_, BrightRed, Self>

Change the foreground color to bright red

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fn on_bright_red(&self) -> BgColorDisplay<'_, BrightRed, Self>

Change the background color to bright red

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fn bright_green(&self) -> FgColorDisplay<'_, BrightGreen, Self>

Change the foreground color to bright green

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fn on_bright_green(&self) -> BgColorDisplay<'_, BrightGreen, Self>

Change the background color to bright green

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fn bright_yellow(&self) -> FgColorDisplay<'_, BrightYellow, Self>

Change the foreground color to bright yellow

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fn on_bright_yellow(&self) -> BgColorDisplay<'_, BrightYellow, Self>

Change the background color to bright yellow

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fn bright_blue(&self) -> FgColorDisplay<'_, BrightBlue, Self>

Change the foreground color to bright blue

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fn on_bright_blue(&self) -> BgColorDisplay<'_, BrightBlue, Self>

Change the background color to bright blue

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fn bright_magenta(&self) -> FgColorDisplay<'_, BrightMagenta, Self>

Change the foreground color to bright magenta

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fn on_bright_magenta(&self) -> BgColorDisplay<'_, BrightMagenta, Self>

Change the background color to bright magenta

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fn bright_purple(&self) -> FgColorDisplay<'_, BrightMagenta, Self>

Change the foreground color to bright purple

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fn on_bright_purple(&self) -> BgColorDisplay<'_, BrightMagenta, Self>

Change the background color to bright purple

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fn bright_cyan(&self) -> FgColorDisplay<'_, BrightCyan, Self>

Change the foreground color to bright cyan

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fn on_bright_cyan(&self) -> BgColorDisplay<'_, BrightCyan, Self>

Change the background color to bright cyan

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fn bright_white(&self) -> FgColorDisplay<'_, BrightWhite, Self>

Change the foreground color to bright white

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fn on_bright_white(&self) -> BgColorDisplay<'_, BrightWhite, Self>

Change the background color to bright white

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fn bold(&self) -> BoldDisplay<'_, Self>

Make the text bold

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fn dimmed(&self) -> DimDisplay<'_, Self>

Make the text dim

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fn italic(&self) -> ItalicDisplay<'_, Self>

Make the text italicized

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fn underline(&self) -> UnderlineDisplay<'_, Self>

Make the text underlined

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fn blink(&self) -> BlinkDisplay<'_, Self>

Make the text blink

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fn blink_fast(&self) -> BlinkFastDisplay<'_, Self>

Make the text blink (but fast!)

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fn reversed(&self) -> ReversedDisplay<'_, Self>

Swap the foreground and background colors

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fn hidden(&self) -> HiddenDisplay<'_, Self>

Hide the text

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fn strikethrough(&self) -> StrikeThroughDisplay<'_, Self>

Cross out the text

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fn color<Color>(&self, color: Color) -> FgDynColorDisplay<'_, Color, Self>
where Color: DynColor,

Set the foreground color at runtime. Only use if you do not know which color will be used at compile-time. If the color is constant, use either OwoColorize::fg or a color-specific method, such as OwoColorize::green, Read more

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fn on_color<Color>(&self, color: Color) -> BgDynColorDisplay<'_, Color, Self>
where Color: DynColor,

Set the background color at runtime. Only use if you do not know what color to use at compile-time. If the color is constant, use either OwoColorize::bg or a color-specific method, such as OwoColorize::on_yellow, Read more

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fn fg_rgb<const R: u8, const G: u8, const B: u8>( &self, ) -> FgColorDisplay<'_, CustomColor<R, G, B>, Self>

Set the foreground color to a specific RGB value.

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fn bg_rgb<const R: u8, const G: u8, const B: u8>( &self, ) -> BgColorDisplay<'_, CustomColor<R, G, B>, Self>

Set the background color to a specific RGB value.

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fn truecolor(&self, r: u8, g: u8, b: u8) -> FgDynColorDisplay<'_, Rgb, Self>

Sets the foreground color to an RGB value.

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fn on_truecolor(&self, r: u8, g: u8, b: u8) -> BgDynColorDisplay<'_, Rgb, Self>

Sets the background color to an RGB value.

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fn style(&self, style: Style) -> Styled<&Self>

Apply a runtime-determined style

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impl<T> Pipe for T
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fn pipe<R>(self, func: impl FnOnce(Self) -> R) -> R
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Borrows self, then passes self.deref() into the pipe function.

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const ALIGN: usize

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type Init = T

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unsafe fn init(init: <T as Pointable>::Init) -> usize

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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more

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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more

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impl<T> PolicyExt for T
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fn and<P, B, E>(self, other: P) -> And<T, P>
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Create a new Policy that returns Action::Follow only if self and other return Action::Follow. Read more

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impl<T> Same for T

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type Output = T

Should always be Self

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impl<SS, SP> SupersetOf<SS> for SP
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fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more

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fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).

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unsafe fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.

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fn from_subset(element: &SS) -> SP

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fn to_subset(&self) -> Option<SS>

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type Error = Infallible

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type Error = >::Error

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Performs the conversion.

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fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
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Struct FuzzyMatcher Copy item path

§Similarity Metrics

§Matching Strategies

§Example

Implementations§

impl FuzzyMatcher

pub fn new() -> FuzzyMatcher

§Returns

pub fn with_config(config: FuzzyMatchConfig) -> FuzzyMatcher

§Arguments

§Returns

pub fn match_query( &self, query: &str, graph: &KnowledgeGraph, ) -> Result<FuzzyMatchResult, GraphRAGError>

§Arguments

§Returns

§Errors

pub fn get_config(&self) -> &FuzzyMatchConfig

§Returns

pub fn update_config(&mut self, config: FuzzyMatchConfig)

§Arguments

§Note

pub fn clear_cache(&self)

pub fn cache_stats(&self) -> (usize, usize)

§Returns

Trait Implementations§

impl Default for FuzzyMatcher

fn default() -> FuzzyMatcher

Auto Trait Implementations§

impl Freeze for FuzzyMatcher

impl RefUnwindSafe for FuzzyMatcher

impl Send for FuzzyMatcher

impl Sync for FuzzyMatcher

impl Unpin for FuzzyMatcher

impl UnsafeUnpin for FuzzyMatcher

impl UnwindSafe for FuzzyMatcher

Blanket Implementations§

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

fn type_id(&self) -> TypeId

impl<T> Borrow<T> for Twhere T: ?Sized,

fn borrow(&self) -> &T

impl<T> BorrowMut<T> for Twhere T: ?Sized,

fn borrow_mut(&mut self) -> &mut T

impl<T> Conv for T

fn conv<T>(self) -> Twhere Self: Into<T>,

impl<T> From<T> for T

fn from(t: T) -> T

impl<T> Instrument for T

fn instrument(self, span: Span) -> Instrumented<Self>

fn in_current_span(self) -> Instrumented<Self>

impl<T, U> Into<U> for Twhere U: From<T>,

fn into(self) -> U

impl<T> IntoEither for T

fn into_either(self, into_left: bool) -> Either<Self, Self>

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>where F: FnOnce(&Self) -> bool,

impl<D> OwoColorize for D

fn fg<C>(&self) -> FgColorDisplay<'_, C, Self>where C: Color,

fn bg<C>(&self) -> BgColorDisplay<'_, C, Self>where C: Color,

fn black(&self) -> FgColorDisplay<'_, Black, Self>

fn on_black(&self) -> BgColorDisplay<'_, Black, Self>

fn red(&self) -> FgColorDisplay<'_, Red, Self>

fn on_red(&self) -> BgColorDisplay<'_, Red, Self>

fn green(&self) -> FgColorDisplay<'_, Green, Self>

fn on_green(&self) -> BgColorDisplay<'_, Green, Self>

fn yellow(&self) -> FgColorDisplay<'_, Yellow, Self>

fn on_yellow(&self) -> BgColorDisplay<'_, Yellow, Self>

fn blue(&self) -> FgColorDisplay<'_, Blue, Self>

fn on_blue(&self) -> BgColorDisplay<'_, Blue, Self>

fn magenta(&self) -> FgColorDisplay<'_, Magenta, Self>

fn on_magenta(&self) -> BgColorDisplay<'_, Magenta, Self>

fn purple(&self) -> FgColorDisplay<'_, Magenta, Self>

fn on_purple(&self) -> BgColorDisplay<'_, Magenta, Self>

fn cyan(&self) -> FgColorDisplay<'_, Cyan, Self>

fn on_cyan(&self) -> BgColorDisplay<'_, Cyan, Self>

fn white(&self) -> FgColorDisplay<'_, White, Self>

fn on_white(&self) -> BgColorDisplay<'_, White, Self>

fn default_color(&self) -> FgColorDisplay<'_, Default, Self>

fn on_default_color(&self) -> BgColorDisplay<'_, Default, Self>

fn bright_black(&self) -> FgColorDisplay<'_, BrightBlack, Self>

fn on_bright_black(&self) -> BgColorDisplay<'_, BrightBlack, Self>

fn bright_red(&self) -> FgColorDisplay<'_, BrightRed, Self>

fn on_bright_red(&self) -> BgColorDisplay<'_, BrightRed, Self>

Struct FuzzyMatcher

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

impl<T> Borrow<T> for T
where T: ?Sized,

impl<T> BorrowMut<T> for T
where T: ?Sized,

fn conv<T>(self) -> T
where Self: Into<T>,

impl<T, U> Into<U> for T
where U: From<T>,

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

fn fg<C>(&self) -> FgColorDisplay<'_, C, Self>
where C: Color,

fn bg<C>(&self) -> BgColorDisplay<'_, C, Self>
where C: Color,

fn color<Color>(&self, color: Color) -> FgDynColorDisplay<'_, Color, Self>
where Color: DynColor,

fn on_color<Color>(&self, color: Color) -> BgDynColorDisplay<'_, Color, Self>
where Color: DynColor,

impl<T> Pipe for T
where T: ?Sized,

fn pipe<R>(self, func: impl FnOnce(Self) -> R) -> R
where Self: Sized,

fn pipe_ref<'a, R>(&'a self, func: impl FnOnce(&'a Self) -> R) -> R
where R: 'a,

fn pipe_ref_mut<'a, R>(&'a mut self, func: impl FnOnce(&'a mut Self) -> R) -> R
where R: 'a,

fn pipe_borrow<'a, B, R>(&'a self, func: impl FnOnce(&'a B) -> R) -> R
where Self: Borrow<B>, B: 'a + ?Sized, R: 'a,

fn pipe_borrow_mut<'a, B, R>( &'a mut self, func: impl FnOnce(&'a mut B) -> R, ) -> R
where Self: BorrowMut<B>, B: 'a + ?Sized, R: 'a,

fn pipe_as_ref<'a, U, R>(&'a self, func: impl FnOnce(&'a U) -> R) -> R
where Self: AsRef<U>, U: 'a + ?Sized, R: 'a,

fn pipe_as_mut<'a, U, R>(&'a mut self, func: impl FnOnce(&'a mut U) -> R) -> R
where Self: AsMut<U>, U: 'a + ?Sized, R: 'a,

fn pipe_deref<'a, T, R>(&'a self, func: impl FnOnce(&'a T) -> R) -> R
where Self: Deref<Target = T>, T: 'a + ?Sized, R: 'a,

fn pipe_deref_mut<'a, T, R>( &'a mut self, func: impl FnOnce(&'a mut T) -> R, ) -> R
where Self: DerefMut<Target = T> + Deref, T: 'a + ?Sized, R: 'a,

impl<T> PolicyExt for T
where T: ?Sized,

fn and<P, B, E>(self, other: P) -> And<T, P>
where T: Policy<B, E>, P: Policy<B, E>,

fn or<P, B, E>(self, other: P) -> Or<T, P>
where T: Policy<B, E>, P: Policy<B, E>,

impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,