1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
//
// Unified Query Algebra
//
// Copyright (c) 2023-2026 Cognica, Inc.
//
//! Composable text analysis pipeline.
//!
//! ```text
//! text -> CharFilter* -> Tokenizer -> TokenFilter* -> tokens
//! ```
use serde::{Deserialize, Serialize};
use crate::char_filter::CharFilter;
use crate::error::AnalysisResult;
use crate::token_filter::TokenFilter;
use crate::tokenizer::Tokenizer;
mod compiled;
mod diagnostics;
pub use compiled::CompiledAnalyzer;
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct Analyzer {
#[serde(default = "default_tokenizer")]
pub tokenizer: Tokenizer,
#[serde(default)]
pub token_filters: Vec<TokenFilter>,
#[serde(default)]
pub char_filters: Vec<CharFilter>,
}
fn default_tokenizer() -> Tokenizer {
Tokenizer::Whitespace
}
impl Default for Analyzer {
fn default() -> Self {
Self {
tokenizer: default_tokenizer(),
token_filters: Vec::new(),
char_filters: Vec::new(),
}
}
}
impl Analyzer {
/// Identify Korean components for storage-format and catalog capability preflight.
pub fn uses_korean_stages(&self) -> bool {
#[cfg(feature = "nori")]
{
matches!(self.tokenizer, Tokenizer::Nori(_))
|| self.token_filters.iter().any(|filter| {
matches!(
filter,
TokenFilter::NoriPartOfSpeech(_)
| TokenFilter::NoriReadingForm(_)
| TokenFilter::UnicodeSimpleLowercase(_)
| TokenFilter::NoriNumber(_)
)
})
}
#[cfg(not(feature = "nori"))]
{
false
}
}
pub fn new(
tokenizer: Tokenizer,
token_filters: Vec<TokenFilter>,
char_filters: Vec<CharFilter>,
) -> Self {
Self {
tokenizer,
token_filters,
char_filters,
}
}
pub fn analyze(&self, text: &str) -> AnalysisResult<Vec<String>> {
self.analyze_tokens(text)?.into_terms()
}
/// Analyze complete input without discarding token graph or original source metadata.
///
/// ```
/// use uqa_analysis::standard_analyzer;
///
/// let analyzed = standard_analyzer("english").analyze_tokens("The cats and")?;
/// let token = &analyzed.tokens()[0];
/// assert_eq!(token.term(), "cat");
/// assert_eq!(token.offsets().unwrap().utf8, 4..8);
/// assert_eq!(token.position_increment(), 2);
/// assert_eq!(analyzed.final_position_increment(), 1);
/// assert_eq!(analyzed.final_offsets().utf8, 12..12);
/// # Ok::<(), uqa_analysis::AnalysisError>(())
/// ```
pub fn analyze_tokens(&self, text: &str) -> AnalysisResult<crate::AnalyzedText> {
Ok(self
.analyze_tokens_budgeted(
text,
&uqa_core::memory::MemoryBudget::new(usize::MAX),
|| Ok(()),
)?
.into_parts()
.0)
}
/// Analyze with one runtime allowance while retaining the uncompiled API's resource reload behavior.
///
/// Filter preparation and caller configuration have separate ownership. Use a compiled analyzer to resolve immutable resources before execution and reuse them across calls.
pub fn analyze_tokens_budgeted(
&self,
text: &str,
budget: &uqa_core::memory::MemoryBudget,
mut poll: impl FnMut() -> AnalysisResult<()>,
) -> AnalysisResult<uqa_core::memory::Budgeted<crate::AnalyzedText>> {
poll()?;
let mut filtered = crate::FilteredText::new(text);
for filter in &self.char_filters {
filtered = filter
.prepare()?
.filter_mapped_budgeted(filtered, budget, &mut poll)?;
}
let mut tokens = self
.tokenizer
.prepare()?
.tokenize_mapped_budgeted(&filtered, budget, &mut poll)?;
drop(filtered);
for filter in &self.token_filters {
tokens = filter.filter_analyzed_budgeted(tokens, &mut poll)?;
}
poll()?;
Ok(tokens)
}
/// Validate every configured stage without consuming input.
///
/// Registration paths should call this to fail before persistence. Each
/// execution method remains independently fallible because analyzer values
/// can come from legacy persisted data and external synonym files can
/// become unreadable after validation.
pub fn validate(&self) -> AnalysisResult<()> {
for char_filter in &self.char_filters {
char_filter.validate()?;
}
self.tokenizer.validate()?;
for token_filter in &self.token_filters {
token_filter.validate()?;
}
Ok(())
}
}
/// `WhitespaceTokenizer` + `Lowercase`.
pub fn whitespace_analyzer() -> Analyzer {
Analyzer::new(
Tokenizer::Whitespace,
vec![TokenFilter::Lowercase],
Vec::new(),
)
}
/// `Standard` + `Lowercase` + `ASCIIFolding` + `Stop` + `PorterStem`.
pub fn standard_analyzer(language: &str) -> Analyzer {
Analyzer::new(
Tokenizer::Standard,
vec![
TokenFilter::Lowercase,
TokenFilter::ASCIIFolding,
TokenFilter::Stop {
language: language.to_string(),
custom_words: Vec::new(),
},
TokenFilter::PorterStem,
],
Vec::new(),
)
}
/// `standard_analyzer` extended with character-level n-grams (2..=3) for
/// CJK-style text where words are not whitespace-delimited.
pub fn standard_cjk_analyzer(language: &str) -> Analyzer {
Analyzer::new(
Tokenizer::Standard,
vec![
TokenFilter::Lowercase,
TokenFilter::ASCIIFolding,
TokenFilter::Stop {
language: language.to_string(),
custom_words: Vec::new(),
},
TokenFilter::PorterStem,
TokenFilter::Ngram {
min_gram: 2,
max_gram: 3,
keep_short: true,
},
],
Vec::new(),
)
}
/// `Keyword` tokenizer with no filters.
pub fn keyword_analyzer() -> Analyzer {
Analyzer::new(Tokenizer::Keyword, Vec::new(), Vec::new())
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn standard_pipeline_lowers_stops_and_stems() {
let a = standard_analyzer("english");
// "The Running" -> standard tokens ["The", "Running"]
// -> lowercase ["the", "running"]
// -> ascii_fold same
// -> stop ["running"]
// -> porter_stem ["run"]
assert_eq!(a.analyze("The Running").unwrap(), vec!["run"]);
}
#[test]
fn whitespace_pipeline_just_lowers() {
let a = whitespace_analyzer();
assert_eq!(a.analyze("Hello WORLD").unwrap(), vec!["hello", "world"]);
}
#[test]
fn keyword_pipeline_emits_whole_input() {
let a = keyword_analyzer();
assert_eq!(
a.analyze("the quick brown").unwrap(),
vec!["the quick brown"]
);
}
#[test]
fn round_trips_via_serde_json() {
let a = standard_analyzer("english");
let s = serde_json::to_string(&a).unwrap();
let back: Analyzer = serde_json::from_str(&s).unwrap();
assert_eq!(
back.analyze("The Running").unwrap(),
a.analyze("The Running").unwrap()
);
}
}