dom-content-extraction 0.2.14

Rust implementation of Content extraction via text density paper
Documentation
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
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
#![crate_name = "dom_content_extraction"]
use crate::scraper::{Html, Selector};
use ego_tree::{NodeId, NodeRef, Tree};
use once_cell::sync::Lazy;

/// Re-export scraper crate
pub mod scraper {
    pub use scraper::*;
}

/// Selector for <body> tag
static BODY_SELECTOR: Lazy<Selector> =
    Lazy::new(|| Selector::parse("body").unwrap());

/// Prevent division by zero and convert integers into f32
#[inline]
fn normalize_denominator(value: u32) -> f32 {
    match value {
        0 => 1.0,
        _ => value as f32,
    }
}

/// A tree representation of the text density of an HTML document.
pub struct DensityTree {
    pub tree: Tree<DensityNode>,
}

/// A node in a `DensityTree` containing text density information.
#[derive(Debug, Clone)]
pub struct DensityNode {
    pub node_id: NodeId,

    pub char_count: u32,
    pub tag_count: u32,
    pub link_char_count: u32,
    pub link_tag_count: u32,
    pub density: f32,
}

impl<'a> DensityTree {
    /// Create new `DensityTree` structure with a single root node.
    pub fn new(node_id: NodeId) -> Self {
        Self {
            tree: Tree::new(DensityNode::new(node_id)),
        }
    }

    /// Creates and calculates a `DensityTree` from a `scraper::Html` DOM tree.
    pub fn from_document(document: &Html) -> Self {
        // NOTE: process possible errors (when page is completely broken)
        let body = &document.select(&BODY_SELECTOR).next().unwrap().to_owned();
        // NOTE: there is usable value in document, such as error field
        let body_node_id = body.id();
        let body_node = body.tree().get(body_node_id).unwrap();

        let mut density_tree = Self::new(body_node_id);
        Self::build_density_tree(body_node, &mut density_tree.tree.root_mut(), 1);
        density_tree.calculate_density_tree();
        density_tree
    }

    /// Returns a vector of nodes sorted by density in ascending order.
    /// Nodes with zero density are skipped.
    pub fn sorted_nodes(&'a self) -> Vec<&'a DensityNode> {
        let mut nodes = self
            .tree
            .values()
            .filter(|n| n.density.gt(&0.0))
            .collect::<Vec<&DensityNode>>();
        nodes.sort_by(|a, b| {
            a.density
                .partial_cmp(&b.density)
                .unwrap_or(std::cmp::Ordering::Equal)
        });
        nodes
    }

    /// Calculates composite text density index.
    pub fn composite_text_density(
        char_count: u32,
        tag_count: u32,
        link_char_count: u32,
        link_tag_count: u32,
        body_tag_char_count: u32,
        body_tag_link_char_count: u32,
    ) -> f32 {
        // can guess whole expression will be zero
        if char_count == 0 {
            return 0.0;
        };

        // labeled same as in paper's formula
        let ci = char_count as f32;
        let ti = normalize_denominator(tag_count);
        let nlci = normalize_denominator(char_count - link_char_count);
        let lci = link_char_count as f32;
        let cb = normalize_denominator(body_tag_char_count);
        let lcb = body_tag_link_char_count as f32;
        let lti = normalize_denominator(link_tag_count);

        // checks
        debug_assert!(nlci > 0.0);

        let density = ci / ti;

        let ln_1 = (ci / nlci) * lci;
        let ln_2 = (lcb / cb) * ci;
        let e = std::f32::consts::E;

        debug_assert!(ln_1 >= 0.0);
        debug_assert!(ln_2 >= 0.0);

        let log_base = (ln_1 + ln_2 + e).ln();

        let value = (ci / lcb) * (ti / lti);
        value.log(log_base) * density
    }

    /// Computes the density for each node in the tree.
    pub fn calculate_density_tree(&mut self) {
        let body_tag_node = self.tree.root().value().clone();
        for node in self.tree.values_mut() {
            node.density = Self::composite_text_density(
                node.char_count,
                node.tag_count,
                node.link_char_count,
                node.link_tag_count,
                body_tag_node.char_count,
                body_tag_node.link_char_count,
            );
        }
    }

    /// Recursively builds a density tree, separate from the `scraper::Html` tree.
    /// Uses the same `NodeId` values, making it possible to retrieve document nodes
    /// from `scraper::Html`.
    pub fn build_density_tree(
        node: ego_tree::NodeRef<scraper::node::Node>,
        density_node: &mut ego_tree::NodeMut<DensityNode>,
        _depth: usize,
    ) {
        for child in node.children() {
            // some nodes makes no sense
            match child.value() {
                scraper::Node::Element(elem) => {
                    if elem.name() == "script"
                        || elem.name() == "noscript"
                        || elem.name() == "style"
                    {
                        continue;
                    };
                }
                scraper::Node::Comment(_) => {
                    continue;
                }
                scraper::Node::Document => {
                    continue;
                }
                _ => {}
            };

            let child_density_node = DensityNode::new(child.id());
            let mut te = density_node.append(child_density_node);
            Self::build_density_tree(child, &mut te, _depth + 1);
        }

        // Here dive into the deepest recurstion depth

        match node.value() {
            scraper::Node::Text(text) => {
                let char_count = text.trim().len() as u32;
                density_node.value().char_count += char_count;
            }
            scraper::Node::Element(elem) => {
                let tag_count = 1;
                density_node.value().tag_count += tag_count;
                // count buttons and selects as links as well
                if elem.name() == "a"
                    || elem.name() == "button"
                    || elem.name() == "select "
                {
                    let link_tag_count = 1;
                    density_node.value().link_tag_count += link_tag_count;
                };
            }
            _ => {}
        }

        let char_count = density_node.value().char_count;
        let tag_count = density_node.value().tag_count;
        let link_tag_count = density_node.value().link_tag_count;
        let mut link_char_count = density_node.value().link_char_count;

        if tag_count > 0 {
            density_node.value().density = density_node.value().char_count as f32
                / density_node.value().tag_count as f32;
        };

        if let Some(parent) = node.parent() {
            if let Some(element) = parent.value().as_element() {
                if element.name() == "a" {
                    link_char_count += char_count;
                }
            }
        }

        if let Some(mut parent) = density_node.parent() {
            parent.value().char_count += char_count;
            parent.value().tag_count += tag_count;
            parent.value().link_tag_count += link_tag_count;
            parent.value().link_char_count += link_char_count;
        };
    }
}

impl std::fmt::Debug for DensityTree {
    /// Format tree with identation
    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
        fn pretty_print(
            f: &mut std::fmt::Formatter<'_>,
            node: NodeRef<DensityNode>,
            depth: usize,
        ) {
            for child in node.children() {
                let dashes = " ".repeat(2 * depth);
                let _ = writeln!(f, "{}{:?}", dashes, child.value());
                pretty_print(f, child, depth + 1);
            }
        }

        writeln!(f, "DensityTree {{")?;
        pretty_print(f, self.tree.root(), 1);
        writeln!(f, "}}")
    }
}

impl DensityNode {
    /// Creates a new `DensityNode` with the given `NodeId` and zero values.
    pub fn new(node_id: NodeId) -> Self {
        Self {
            node_id,
            char_count: 0,
            tag_count: 0,
            link_char_count: 0,
            link_tag_count: 0,
            density: 0.0,
        }
    }
}

/// Helper function to extract a node with the given `NodeId` from a `scraper::Html` document.
///
/// # Arguments
///
/// * `node_id` - The `NodeId` of the node to extract.
/// * `document` - A reference to the `scraper::Html` document.
///
/// # Returns
///
/// * An `ego_tree::NodeRef` representing the node with the specified `NodeId`.
#[inline]
pub fn get_node_by_id(
    node_id: NodeId,
    document: &Html,
) -> ego_tree::NodeRef<'_, scraper::node::Node> {
    document.tree.get(node_id).unwrap()
}

/// Helper function to extract all text from a `scraper::Html` document
/// by collecting text from all descendant nodes of the node with the given `NodeId`.
///
/// # Arguments
///
/// * `node_id` - The `NodeId` of the node whose descendant text should be extracted.
/// * `document` - A reference to the `scraper::Html` document.
///
/// # Returns
///
/// * A `String` containing the concatenated text from all descendant nodes of the specified node.
pub fn get_node_text(node_id: NodeId, document: &Html) -> String {
    let mut text: Vec<String> = vec![];
    let root_node = get_node_by_id(node_id, document);
    for node in root_node.descendants() {
        if let Some(txt) = node.value().as_text() {
            let clean_text = txt.trim();
            if !clean_text.is_empty() {
                text.push(clean_text.to_string());
            };
        };
    }
    text.join(" ")
}

/// Helper function to extract all links (`href` attributes) from a `scraper::Html`
/// document by collecting links from the node with the given `NodeId` and
/// its descendants.
///
/// # Arguments
///
/// * `node_id` - The `NodeId` of the node whose descendant links should be extracted.
/// * `document` - A reference to the `scraper::Html` document.
///
/// # Returns
///
/// * A `Vec<String>` containing the extracted links from the specified node and its descendants.
pub fn get_node_links(node_id: NodeId, document: &Html) -> Vec<String> {
    let mut links: Vec<String> = vec![];
    let root_node = get_node_by_id(node_id, document);
    for node in root_node.descendants() {
        if let Some(elem) = node.value().as_element() {
            if let Some(link) = elem.attr("href") {
                links.push(link.trim().to_string());
            };
        };
    }
    links
}

#[cfg(test)]
mod tests {
    use super::*;
    use std::{fs, io, path};

    pub fn read_file(
        file_path: impl AsRef<path::Path>,
    ) -> Result<String, io::Error> {
        let content: String = fs::read_to_string(file_path)?;
        Ok(content)
    }

    pub fn build_dom(html: &str) -> Html {
        let document: Html = Html::parse_document(html);
        document
    }

    fn load_content(test_file_name: &str) -> Html {
        let content = read_file(format!("html/{}", test_file_name)).unwrap();
        build_dom(content.as_str())
    }

    #[test]
    fn test_normalize_denominator() {
        assert_eq!(normalize_denominator(32), 32.0);
        assert_eq!(normalize_denominator(0), 1.0);
    }

    #[test]
    fn test_load_file() {
        let content = read_file("html/test_1.html");
        assert_eq!(content.is_ok(), true);
        assert_eq!(content.unwrap().len() > 0, true);
    }

    #[test]
    fn test_build_dom() {
        let document = load_content("test_2.html");
        assert_eq!(document.errors.len() == 1, true);
    }

    #[test]
    fn test_composite_text_density() {
        let char_count = 100;
        let tag_count = 10;
        let link_char_count = 20;
        let link_tag_count = 4;
        let body_tag_char_count = 500;
        let body_tag_link_char_count = 100;

        let result = DensityTree::composite_text_density(
            char_count,
            tag_count,
            link_char_count,
            link_tag_count,
            body_tag_char_count,
            body_tag_link_char_count,
        );

        assert!(result.is_finite());
        assert!(result >= 0.0);

        // Test edge cases
        let result_zero_char_count = DensityTree::composite_text_density(
            0,
            tag_count,
            link_char_count,
            link_tag_count,
            body_tag_char_count,
            body_tag_link_char_count,
        );
        assert_eq!(result_zero_char_count, 0.0);

        let result_zero_tag_count = DensityTree::composite_text_density(
            0,
            tag_count,
            link_char_count,
            link_tag_count,
            body_tag_char_count,
            body_tag_link_char_count,
        );
        assert!(result_zero_tag_count.is_finite());
        assert!(result_zero_tag_count >= 0.0);
    }

    #[test]
    fn test_build_density_tree() {
        let content = read_file("html/test_1.html").unwrap();
        let document = build_dom(content.as_str());

        let dtree = DensityTree::from_document(&document);
        assert_eq!(dtree.tree.values().count(), 52);
    }

    #[test]
    fn test_sorted_density_results() {
        let document = load_content("test_1.html");

        let dtree = DensityTree::from_document(&document);
        let sorted_nodes = dtree.sorted_nodes();
        let node_id = sorted_nodes.last().unwrap().node_id;
        assert_eq!(format!("{:?}", node_id), "NodeId(22)");

        let node = get_node_by_id(node_id, &document);

        let node_attr = node.value().as_element().unwrap().attrs().last().unwrap();
        assert_eq!(node_attr.0, "class");
        assert_eq!(node_attr.1, "articleBody");
    }

    #[test]
    fn test_get_node_text() {
        let content = read_file("html/test_1.html").unwrap();
        let document = build_dom(content.as_str());

        let dtree = DensityTree::from_document(&document);
        let sorted_nodes = dtree.sorted_nodes();
        let node_id = sorted_nodes.last().unwrap().node_id;
        assert_eq!(get_node_text(node_id, &document).len(), 200);
    }

    #[test]
    fn test_get_node_links() {
        let content = read_file("html/test_1.html").unwrap();
        let document = build_dom(content.as_str());

        let dtree = DensityTree::from_document(&document);
        let sorted_nodes = dtree.sorted_nodes();
        let node_id = sorted_nodes.last().unwrap().node_id;
        assert_eq!(get_node_links(node_id, &document).len(), 2);
    }

    #[test]
    fn test_print_dtree() {
        let content = read_file("html/test_2.html").unwrap();
        let document = build_dom(content.as_str());

        let dtree = DensityTree::from_document(&document);

        assert_eq!(format!("{:?}", dtree).lines().count(), 18);
    }

    #[test]
    fn test_leftovers() {
        let content = read_file("html/test_4.html").unwrap();
        let document = build_dom(content.as_str());

        let dtree = DensityTree::from_document(&document);
        let sorted_nodes = dtree.sorted_nodes();
        let node_id = sorted_nodes.last().unwrap().node_id;

        assert_eq!(format!("{:?}", node_id), "NodeId(12)");
    }
}