alimentar 0.2.6

Data Loading, Distribution and Tooling in Pure Rust
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
//! Schema-Aware Autocomplete (ALIM-REPL-003)
//!
//! Implements Poka-Yoke (mistake proofing) through context-aware completion.
//! Users cannot easily enter invalid commands or column names.
//!
//! # References
//! - [6] Myers (1990). Taxonomies of Visual Programming
//! - [13] Ko et al. (2004). Six Learning Barriers

use super::{commands::CommandParser, session::ReplSession};

/// Schema-aware completer for Poka-Yoke input validation
#[derive(Debug)]
pub struct SchemaAwareCompleter {
    /// Known command names
    commands: Vec<String>,
    /// Known subcommands by command
    subcommands: Vec<(String, Vec<String>)>,
    /// Column names from active dataset schema
    columns: Vec<String>,
    /// Loaded dataset names
    datasets: Vec<String>,
}

impl SchemaAwareCompleter {
    /// Create a new completer from session state
    #[must_use]
    pub fn new(session: &ReplSession) -> Self {
        Self {
            commands: CommandParser::command_names()
                .iter()
                .map(|s| (*s).to_string())
                .collect(),
            subcommands: vec![
                (
                    "quality".to_string(),
                    vec!["check".to_string(), "score".to_string()],
                ),
                ("drift".to_string(), vec!["detect".to_string()]),
            ],
            columns: session.column_names(),
            datasets: session.datasets(),
        }
    }

    /// Get completions for the given input
    ///
    /// Returns a list of possible completions.
    #[must_use]
    pub fn complete(&self, input: &str) -> Vec<String> {
        let trimmed = input.trim();
        let parts: Vec<&str> = trimmed.split_whitespace().collect();
        let ends_with_space = input.ends_with(' ') && !trimmed.is_empty();

        match parts.len() {
            0 => {
                // Empty input - suggest all commands
                self.commands.clone()
            }
            1 if !ends_with_space => {
                // Partial command - filter matching commands
                let prefix = parts[0].to_lowercase();
                self.commands
                    .iter()
                    .filter(|cmd| cmd.starts_with(&prefix))
                    .cloned()
                    .collect()
            }
            1 if ends_with_space => {
                // Command complete, start context completion
                let cmd = parts[0].to_lowercase();
                self.context_complete(&cmd, &[], input)
            }
            _ => {
                // Command entered - context-aware completion
                let cmd = parts[0].to_lowercase();
                self.context_complete(&cmd, &parts[1..], input)
            }
        }
    }

    /// Context-aware completion based on command
    fn context_complete(&self, cmd: &str, args: &[&str], full_input: &str) -> Vec<String> {
        match cmd {
            "load" => {
                // File path completion - not implemented (OS level)
                vec![]
            }
            "use" => {
                // Suggest loaded dataset names
                if args.is_empty() || !full_input.ends_with(' ') {
                    let prefix = args.first().map_or("", |s| *s);
                    self.datasets
                        .iter()
                        .filter(|d| d.starts_with(prefix))
                        .cloned()
                        .collect()
                } else {
                    self.datasets.clone()
                }
            }
            "quality" | "drift" => {
                // Suggest subcommands
                self.complete_subcommand(cmd, args)
            }
            "convert" => {
                // Suggest formats
                vec!["csv".to_string(), "parquet".to_string(), "json".to_string()]
                    .into_iter()
                    .filter(|f| args.first().map_or(true, |prefix| f.starts_with(*prefix)))
                    .collect()
            }
            "select" | "drop" => {
                // Suggest column names for column operations
                if args.is_empty() || !full_input.ends_with(' ') {
                    let prefix = args.last().map_or("", |s| *s);
                    self.columns
                        .iter()
                        .filter(|c| c.starts_with(prefix))
                        .cloned()
                        .collect()
                } else {
                    self.columns.clone()
                }
            }
            "help" => {
                // Suggest help topics
                vec![
                    "quality".to_string(),
                    "drift".to_string(),
                    "export".to_string(),
                ]
                .into_iter()
                .filter(|t| args.first().map_or(true, |prefix| t.starts_with(*prefix)))
                .collect()
            }
            _ => vec![],
        }
    }

    /// Complete subcommands for commands with children
    fn complete_subcommand(&self, cmd: &str, args: &[&str]) -> Vec<String> {
        let subcommands: Vec<String> = self
            .subcommands
            .iter()
            .find(|(c, _)| c == cmd)
            .map(|(_, subs)| subs.clone())
            .unwrap_or_default();

        if args.is_empty() {
            subcommands
        } else {
            let prefix = args[0].to_lowercase();
            subcommands
                .into_iter()
                .filter(|sub| sub.starts_with(&prefix))
                .collect()
        }
    }

    /// Update column names from session
    pub fn update_columns(&mut self, session: &ReplSession) {
        self.columns = session.column_names();
    }

    /// Update dataset names from session
    pub fn update_datasets(&mut self, session: &ReplSession) {
        self.datasets = session.datasets();
    }
}

#[cfg(feature = "repl")]
use reedline::{Completer, Span, Suggestion};

#[cfg(feature = "repl")]
impl Completer for SchemaAwareCompleter {
    fn complete(&mut self, line: &str, pos: usize) -> Vec<Suggestion> {
        // Get the part of the line up to cursor
        let input = &line[..pos];

        // Get completions
        let completions = Self::complete(self, input);

        // Find the word being completed
        let word_start = input.rfind(' ').map_or(0, |i| i + 1);
        let span = Span::new(word_start, pos);

        completions
            .into_iter()
            .map(|value| Suggestion {
                value,
                description: None,
                style: None,
                extra: None,
                span,
                append_whitespace: true,
            })
            .collect()
    }
}

#[cfg(test)]
mod tests {
    use std::sync::Arc;

    use arrow::{
        array::{Int32Array, StringArray},
        datatypes::{DataType, Field, Schema as ArrowSchema},
        record_batch::RecordBatch,
    };

    use super::*;
    use crate::ArrowDataset;

    fn create_test_dataset() -> ArrowDataset {
        let schema = Arc::new(ArrowSchema::new(vec![
            Field::new("id", DataType::Int32, false),
            Field::new("name", DataType::Utf8, true),
        ]));
        let batch = RecordBatch::try_new(
            schema,
            vec![
                Arc::new(Int32Array::from(vec![1, 2, 3])),
                Arc::new(StringArray::from(vec!["a", "b", "c"])),
            ],
        )
        .unwrap();
        ArrowDataset::new(vec![batch]).unwrap()
    }

    #[test]
    fn test_completer_new() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        assert!(!completer.commands.is_empty());
    }

    #[test]
    fn test_completer_empty_input() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("");
        assert!(!completions.is_empty());
        assert!(completions.contains(&"help".to_string()));
    }

    #[test]
    fn test_completer_partial_command() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("he");
        assert!(
            completions.contains(&"help".to_string()) || completions.contains(&"head".to_string())
        );
    }

    #[test]
    fn test_completer_command_with_space() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("quality ");
        assert!(
            completions.contains(&"check".to_string())
                || completions.contains(&"score".to_string())
        );
    }

    #[test]
    fn test_completer_use_with_datasets() {
        let mut session = ReplSession::new();
        session.load_dataset("test.parquet", create_test_dataset());
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("use ");
        assert!(completions.contains(&"test.parquet".to_string()));
    }

    #[test]
    fn test_completer_select_with_columns() {
        let mut session = ReplSession::new();
        session.load_dataset("test.parquet", create_test_dataset());
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("select ");
        assert!(completions.contains(&"id".to_string()));
        assert!(completions.contains(&"name".to_string()));
    }

    #[test]
    fn test_completer_drop_with_columns() {
        let mut session = ReplSession::new();
        session.load_dataset("test.parquet", create_test_dataset());
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("drop ");
        assert!(completions.contains(&"id".to_string()));
        assert!(completions.contains(&"name".to_string()));
    }

    #[test]
    fn test_completer_convert_formats() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("convert ");
        assert!(completions.contains(&"csv".to_string()));
        assert!(completions.contains(&"parquet".to_string()));
        assert!(completions.contains(&"json".to_string()));
    }

    #[test]
    fn test_completer_convert_partial_format() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("convert cs");
        assert!(completions.contains(&"csv".to_string()));
        assert!(!completions.contains(&"parquet".to_string()));
    }

    #[test]
    fn test_completer_quality_subcommands() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("quality ");
        assert!(completions.contains(&"check".to_string()));
        assert!(completions.contains(&"score".to_string()));
    }

    #[test]
    fn test_completer_quality_partial_subcommand() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("quality ch");
        assert!(completions.contains(&"check".to_string()));
        assert!(!completions.contains(&"score".to_string()));
    }

    #[test]
    fn test_completer_drift_subcommands() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("drift ");
        assert!(completions.contains(&"detect".to_string()));
    }

    #[test]
    fn test_completer_help_topics() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("help ");
        assert!(completions.contains(&"quality".to_string()));
        assert!(completions.contains(&"drift".to_string()));
        assert!(completions.contains(&"export".to_string()));
    }

    #[test]
    fn test_completer_help_partial_topic() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("help qu");
        assert!(completions.contains(&"quality".to_string()));
        assert!(!completions.contains(&"drift".to_string()));
    }

    #[test]
    fn test_completer_load_returns_empty() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("load ");
        assert!(completions.is_empty());
    }

    #[test]
    fn test_completer_unknown_command_returns_empty() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("unknowncommand ");
        assert!(completions.is_empty());
    }

    #[test]
    fn test_completer_update_columns() {
        let session = ReplSession::new();
        let mut completer = SchemaAwareCompleter::new(&session);
        assert!(completer.columns.is_empty());

        let mut session_with_data = ReplSession::new();
        session_with_data.load_dataset("test.parquet", create_test_dataset());
        completer.update_columns(&session_with_data);
        assert!(!completer.columns.is_empty());
    }

    #[test]
    fn test_completer_update_datasets() {
        let session = ReplSession::new();
        let mut completer = SchemaAwareCompleter::new(&session);
        assert!(completer.datasets.is_empty());

        let mut session_with_data = ReplSession::new();
        session_with_data.load_dataset("test.parquet", create_test_dataset());
        completer.update_datasets(&session_with_data);
        assert!(completer.datasets.contains(&"test.parquet".to_string()));
    }

    #[test]
    fn test_completer_select_partial_column() {
        let mut session = ReplSession::new();
        session.load_dataset("test.parquet", create_test_dataset());
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("select i");
        assert!(completions.contains(&"id".to_string()));
        assert!(!completions.contains(&"name".to_string()));
    }

    #[test]
    fn test_completer_use_partial_dataset() {
        let mut session = ReplSession::new();
        session.load_dataset("test.parquet", create_test_dataset());
        session.load_dataset("other.csv", create_test_dataset());
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("use te");
        assert!(completions.contains(&"test.parquet".to_string()));
        assert!(!completions.contains(&"other.csv".to_string()));
    }

    #[test]
    fn test_completer_multiple_args() {
        let mut session = ReplSession::new();
        session.load_dataset("test.parquet", create_test_dataset());
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete("select id ");
        assert!(completions.contains(&"id".to_string()));
        assert!(completions.contains(&"name".to_string()));
    }

    #[test]
    fn test_completer_debug() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        let debug = format!("{:?}", completer);
        assert!(debug.contains("SchemaAwareCompleter"));
    }

    #[test]
    fn test_complete_subcommand_unknown_command() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete_subcommand("unknown", &[]);
        assert!(completions.is_empty());
    }

    #[test]
    fn test_complete_subcommand_with_partial() {
        let session = ReplSession::new();
        let completer = SchemaAwareCompleter::new(&session);
        let completions = completer.complete_subcommand("quality", &["sc"]);
        assert!(completions.contains(&"score".to_string()));
        assert!(!completions.contains(&"check".to_string()));
    }
}