pandrs 0.3.1

A high-performance DataFrame library for Rust, providing pandas-like API with advanced features including SIMD optimization, parallel processing, and distributed computing capabilities
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
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
//! Simplified Unified Zero-Copy String Pool Implementation
//!
//! This module provides a simplified version of the unified string pool that focuses
//! on the core zero-copy string optimization without depending on the complex
//! zero-copy infrastructure that has Send/Sync issues.

use crate::core::error::{Error, Result};
use std::collections::HashMap;
use std::str;
use std::sync::{Arc, RwLock};

/// Simplified unified string pool using contiguous buffer storage
#[derive(Debug)]
pub struct SimpleUnifiedStringPool {
    /// Contiguous buffer storing all string data
    buffer: Arc<RwLock<Vec<u8>>>,
    /// String metadata (offsets and lengths)
    strings: Arc<RwLock<Vec<StringMetadata>>>,
    /// Hash table for string deduplication (hash -> string_id)
    dedup_index: Arc<RwLock<HashMap<u64, u32>>>,
    /// Current buffer position
    current_pos: Arc<RwLock<usize>>,
    /// Total number of string additions (including duplicates)
    total_additions: Arc<RwLock<usize>>,
}

/// Metadata for a string in the simplified pool
#[derive(Debug, Clone, Copy)]
pub struct StringMetadata {
    /// Offset in the buffer where string starts
    pub offset: u32,
    /// Length of the string in bytes
    pub length: u32,
    /// Hash of the string for deduplication
    pub hash: u64,
}

/// Zero-copy string view for the simplified pool
#[derive(Debug, Clone)]
pub struct SimpleStringView {
    /// Metadata for the string
    metadata: StringMetadata,
    /// Pool reference for data access
    pool_ref: Arc<SimpleUnifiedStringPool>,
}

impl SimpleStringView {
    /// Get the string as a String (allocates)
    pub fn as_str(&self) -> Result<String> {
        let buffer =
            self.pool_ref.buffer.read().map_err(|_| {
                Error::InvalidOperation("Failed to acquire buffer lock".to_string())
            })?;

        let start = self.metadata.offset as usize;
        let end = start + self.metadata.length as usize;

        if end > buffer.len() {
            return Err(Error::InvalidOperation(
                "String extends beyond buffer".to_string(),
            ));
        }

        let data = &buffer[start..end];
        let s = str::from_utf8(data)
            .map_err(|e| Error::InvalidOperation(format!("Invalid UTF-8: {}", e)))?;

        Ok(s.to_string())
    }

    /// Get the string as bytes (allocates)
    pub fn as_bytes(&self) -> Result<Vec<u8>> {
        let buffer =
            self.pool_ref.buffer.read().map_err(|_| {
                Error::InvalidOperation("Failed to acquire buffer lock".to_string())
            })?;

        let start = self.metadata.offset as usize;
        let end = start + self.metadata.length as usize;

        if end > buffer.len() {
            return Err(Error::InvalidOperation(
                "String extends beyond buffer".to_string(),
            ));
        }

        Ok(buffer[start..end].to_vec())
    }

    /// Get the length of the string
    pub fn len(&self) -> usize {
        self.metadata.length as usize
    }

    /// Check if the string is empty
    pub fn is_empty(&self) -> bool {
        self.metadata.length == 0
    }

    /// Get metadata for the string
    pub fn metadata(&self) -> StringMetadata {
        self.metadata
    }

    /// Create a substring view
    pub fn substring(&self, start: usize, end: usize) -> Result<SimpleStringView> {
        if start > self.len() || end > self.len() || start > end {
            return Err(Error::InvalidOperation(
                "Invalid substring range".to_string(),
            ));
        }

        let sub_metadata = StringMetadata {
            offset: self.metadata.offset + start as u32,
            length: (end - start) as u32,
            hash: 0, // Will be computed if needed
        };

        Ok(SimpleStringView {
            metadata: sub_metadata,
            pool_ref: Arc::clone(&self.pool_ref),
        })
    }

    /// Get a string reference with a specific lifetime (for temporary use)
    pub fn with_str_ref<F, R>(&self, f: F) -> Result<R>
    where
        F: FnOnce(&str) -> R,
    {
        let buffer =
            self.pool_ref.buffer.read().map_err(|_| {
                Error::InvalidOperation("Failed to acquire buffer lock".to_string())
            })?;

        let start = self.metadata.offset as usize;
        let end = start + self.metadata.length as usize;

        if end > buffer.len() {
            return Err(Error::InvalidOperation(
                "String extends beyond buffer".to_string(),
            ));
        }

        let data = &buffer[start..end];
        let s = str::from_utf8(data)
            .map_err(|e| Error::InvalidOperation(format!("Invalid UTF-8: {}", e)))?;

        Ok(f(s))
    }
}

impl std::fmt::Display for SimpleStringView {
    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
        write!(
            f,
            "{}",
            self.as_str()
                .unwrap_or_else(|_| "<invalid UTF-8>".to_string())
        )
    }
}

impl SimpleUnifiedStringPool {
    /// Create a new simplified unified string pool
    pub fn new() -> Self {
        Self {
            buffer: Arc::new(RwLock::new(Vec::with_capacity(1024 * 1024))), // 1MB initial capacity
            strings: Arc::new(RwLock::new(Vec::new())),
            dedup_index: Arc::new(RwLock::new(HashMap::new())),
            current_pos: Arc::new(RwLock::new(0)),
            total_additions: Arc::new(RwLock::new(0)),
        }
    }

    /// Add a string to the pool and return its ID
    pub fn add_string(&self, s: &str) -> Result<u32> {
        let bytes = s.as_bytes();
        let hash = self.hash_string(s);

        // Increment total additions count
        {
            let mut total_additions = self.total_additions.write().map_err(|_| {
                Error::InvalidOperation("Failed to acquire total_additions lock".to_string())
            })?;
            *total_additions += 1;
        }

        // Check for existing string
        {
            let dedup_index = self.dedup_index.read().map_err(|_| {
                Error::InvalidOperation("Failed to acquire dedup index lock".to_string())
            })?;

            if let Some(&existing_id) = dedup_index.get(&hash) {
                return Ok(existing_id);
            }
        }

        // Add new string to pool
        self.add_new_string(bytes, hash)
    }

    /// Add multiple strings to the pool efficiently
    pub fn add_strings(&self, strings: &[String]) -> Result<Vec<u32>> {
        let mut result = Vec::with_capacity(strings.len());

        for s in strings {
            result.push(self.add_string(s)?);
        }

        Ok(result)
    }

    /// Get a zero-copy view of a string by ID
    pub fn get_string(&self, string_id: u32) -> Result<SimpleStringView> {
        let strings = self
            .strings
            .read()
            .map_err(|_| Error::InvalidOperation("Failed to acquire strings lock".to_string()))?;

        let metadata = strings
            .get(string_id as usize)
            .ok_or_else(|| Error::InvalidOperation(format!("String ID {} not found", string_id)))?
            .clone();

        Ok(SimpleStringView {
            metadata,
            pool_ref: Arc::new(self.clone()),
        })
    }

    /// Get multiple strings by their IDs
    pub fn get_strings(&self, string_ids: &[u32]) -> Result<Vec<SimpleStringView>> {
        let mut result = Vec::with_capacity(string_ids.len());

        for &id in string_ids {
            result.push(self.get_string(id)?);
        }

        Ok(result)
    }

    /// Get pool statistics
    pub fn stats(&self) -> Result<SimpleStringPoolStats> {
        let strings = self
            .strings
            .read()
            .map_err(|_| Error::InvalidOperation("Failed to acquire strings lock".to_string()))?;

        let dedup_index = self.dedup_index.read().map_err(|_| {
            Error::InvalidOperation("Failed to acquire dedup index lock".to_string())
        })?;

        let current_pos = self.current_pos.read().map_err(|_| {
            Error::InvalidOperation("Failed to acquire current_pos lock".to_string())
        })?;

        let buffer = self
            .buffer
            .read()
            .map_err(|_| Error::InvalidOperation("Failed to acquire buffer lock".to_string()))?;

        let total_additions = self.total_additions.read().map_err(|_| {
            Error::InvalidOperation("Failed to acquire total_additions lock".to_string())
        })?;

        Ok(SimpleStringPoolStats {
            total_strings: *total_additions, // Total number of string addition calls
            unique_strings: dedup_index.len(), // Number of unique strings stored
            total_bytes: *current_pos,
            buffer_capacity: buffer.capacity(),
            deduplication_ratio: if *total_additions > 0 {
                1.0 - (dedup_index.len() as f64 / *total_additions as f64)
            } else {
                0.0
            },
            memory_efficiency: if buffer.capacity() > 0 {
                *current_pos as f64 / buffer.capacity() as f64
            } else {
                0.0
            },
        })
    }

    /// Private method to add a new string to the pool
    fn add_new_string(&self, bytes: &[u8], hash: u64) -> Result<u32> {
        // Get current position
        let offset = {
            let current_pos = self.current_pos.read().map_err(|_| {
                Error::InvalidOperation("Failed to acquire current_pos lock".to_string())
            })?;
            *current_pos
        };

        // Expand buffer if needed
        {
            let mut buffer = self.buffer.write().map_err(|_| {
                Error::InvalidOperation("Failed to acquire buffer write lock".to_string())
            })?;

            // Ensure we have enough capacity
            let required_capacity = offset + bytes.len();
            if buffer.len() < required_capacity {
                buffer.resize(required_capacity, 0);
            }

            // Copy string data to buffer
            buffer[offset..offset + bytes.len()].copy_from_slice(bytes);
        }

        // Create metadata
        let metadata = StringMetadata {
            offset: offset as u32,
            length: bytes.len() as u32,
            hash,
        };

        // Add to strings vector
        let string_id = {
            let mut strings = self.strings.write().map_err(|_| {
                Error::InvalidOperation("Failed to acquire strings write lock".to_string())
            })?;

            let id = strings.len() as u32;
            strings.push(metadata);
            id
        };

        // Add to deduplication index
        {
            let mut dedup_index = self.dedup_index.write().map_err(|_| {
                Error::InvalidOperation("Failed to acquire dedup index write lock".to_string())
            })?;

            dedup_index.insert(hash, string_id);
        }

        // Update current position
        {
            let mut current_pos = self.current_pos.write().map_err(|_| {
                Error::InvalidOperation("Failed to acquire current_pos write lock".to_string())
            })?;

            *current_pos = offset + bytes.len();
        }

        Ok(string_id)
    }

    /// Hash a string for deduplication
    fn hash_string(&self, s: &str) -> u64 {
        use std::collections::hash_map::DefaultHasher;
        use std::hash::{Hash, Hasher};

        let mut hasher = DefaultHasher::new();
        s.hash(&mut hasher);
        hasher.finish()
    }
}

// Implement Clone manually
impl Clone for SimpleUnifiedStringPool {
    fn clone(&self) -> Self {
        Self {
            buffer: Arc::clone(&self.buffer),
            strings: Arc::clone(&self.strings),
            dedup_index: Arc::clone(&self.dedup_index),
            current_pos: Arc::clone(&self.current_pos),
            total_additions: Arc::clone(&self.total_additions),
        }
    }
}

/// Statistics for the simplified string pool
#[derive(Debug, Clone)]
pub struct SimpleStringPoolStats {
    /// Total number of strings (including duplicates)
    pub total_strings: usize,
    /// Number of unique strings
    pub unique_strings: usize,
    /// Total bytes used for string data
    pub total_bytes: usize,
    /// Total buffer capacity
    pub buffer_capacity: usize,
    /// Deduplication ratio (0.0 = no deduplication, 1.0 = all duplicates)
    pub deduplication_ratio: f64,
    /// Memory efficiency ratio (used/capacity)
    pub memory_efficiency: f64,
}

#[cfg(test)]
mod tests {
    use super::*;

    #[test]
    fn test_simple_string_pool_creation() {
        let pool = SimpleUnifiedStringPool::new();
        let stats = pool.stats().expect("operation should succeed");

        assert_eq!(stats.total_strings, 0);
        assert_eq!(stats.unique_strings, 0);
        assert!(stats.buffer_capacity > 0);
    }

    #[test]
    fn test_string_addition_and_retrieval() {
        let pool = SimpleUnifiedStringPool::new();

        let id1 = pool.add_string("hello").expect("operation should succeed");
        let id2 = pool.add_string("world").expect("operation should succeed");
        let id3 = pool.add_string("hello").expect("operation should succeed"); // Duplicate

        assert_ne!(id1, id2);
        assert_eq!(id1, id3); // Should be deduplicated

        let view1 = pool.get_string(id1).expect("operation should succeed");
        let view2 = pool.get_string(id2).expect("operation should succeed");

        assert_eq!(view1.as_str().expect("operation should succeed"), "hello");
        assert_eq!(view2.as_str().expect("operation should succeed"), "world");

        let stats = pool.stats().expect("operation should succeed");
        assert_eq!(stats.total_strings, 3); // Total additions including duplicates
        assert_eq!(stats.unique_strings, 2); // Only unique strings counted
    }

    #[test]
    fn test_multiple_string_operations() {
        let pool = SimpleUnifiedStringPool::new();

        let strings = vec![
            "apple".to_string(),
            "banana".to_string(),
            "cherry".to_string(),
            "apple".to_string(), // Duplicate
        ];

        let ids = pool
            .add_strings(&strings)
            .expect("operation should succeed");
        assert_eq!(ids.len(), 4);
        assert_eq!(ids[0], ids[3]); // Duplicates should have same ID

        let views = pool.get_strings(&ids).expect("operation should succeed");
        assert_eq!(views.len(), 4);
        assert_eq!(
            views[0].as_str().expect("operation should succeed"),
            "apple"
        );
        assert_eq!(
            views[1].as_str().expect("operation should succeed"),
            "banana"
        );
        assert_eq!(
            views[2].as_str().expect("operation should succeed"),
            "cherry"
        );
        assert_eq!(
            views[3].as_str().expect("operation should succeed"),
            "apple"
        );
    }

    #[test]
    fn test_zero_copy_access() {
        let pool = SimpleUnifiedStringPool::new();

        let id = pool
            .add_string("hello world")
            .expect("operation should succeed");
        let view = pool.get_string(id).expect("operation should succeed");

        // Test with_str_ref for zero-copy access
        let result = view
            .with_str_ref(|s| s.to_uppercase())
            .expect("operation should succeed");
        assert_eq!(result, "HELLO WORLD");

        let starts_with_hello = view
            .with_str_ref(|s| s.starts_with("hello"))
            .expect("operation should succeed");
        assert!(starts_with_hello);
    }

    #[test]
    fn test_substring() {
        let pool = SimpleUnifiedStringPool::new();

        let id = pool
            .add_string("hello world")
            .expect("operation should succeed");
        let view = pool.get_string(id).expect("operation should succeed");

        let substring = view.substring(0, 5).expect("operation should succeed");
        assert_eq!(
            substring.as_str().expect("operation should succeed"),
            "hello"
        );

        let substring2 = view.substring(6, 11).expect("operation should succeed");
        assert_eq!(
            substring2.as_str().expect("operation should succeed"),
            "world"
        );
    }

    #[test]
    fn test_pool_statistics() {
        let pool = SimpleUnifiedStringPool::new();

        pool.add_string("test").expect("operation should succeed");
        pool.add_string("data").expect("operation should succeed");
        pool.add_string("test").expect("operation should succeed"); // Duplicate

        let stats = pool.stats().expect("operation should succeed");
        assert_eq!(stats.total_strings, 3); // 3 total additions (including 1 duplicate)
        assert_eq!(stats.unique_strings, 2); // 2 unique strings
        assert!(stats.total_bytes > 0);
        assert!(stats.deduplication_ratio > 0.0); // Should have some deduplication
    }
}