kizzasi-inference 0.2.1

Unified autoregressive inference engine for Kizzasi AGSP
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
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
//! Model versioning and fallback management
//!
//! This module provides robust model versioning, health checking, and automatic
//! fallback mechanisms for production inference systems.

use crate::error::{InferenceError, InferenceResult};
use serde::{Deserialize, Serialize};
use std::collections::HashMap;
use std::sync::{Arc, RwLock};
use std::time::{Duration, Instant};

/// Semantic version for models
#[derive(Debug, Clone, PartialEq, Eq, PartialOrd, Ord, Serialize, Deserialize)]
pub struct ModelVersion {
    /// Major version (breaking changes)
    pub major: u32,
    /// Minor version (new features)
    pub minor: u32,
    /// Patch version (bug fixes)
    pub patch: u32,
}

impl ModelVersion {
    /// Create a new model version
    pub fn new(major: u32, minor: u32, patch: u32) -> Self {
        Self {
            major,
            minor,
            patch,
        }
    }

    /// Parse version from string (e.g., "1.2.3")
    pub fn parse(s: &str) -> InferenceResult<Self> {
        let parts: Vec<&str> = s.split('.').collect();
        if parts.len() != 3 {
            return Err(InferenceError::ForwardError(format!(
                "Invalid version format: {}",
                s
            )));
        }

        let major = parts[0].parse().map_err(|_| {
            InferenceError::ForwardError(format!("Invalid major version: {}", parts[0]))
        })?;
        let minor = parts[1].parse().map_err(|_| {
            InferenceError::ForwardError(format!("Invalid minor version: {}", parts[1]))
        })?;
        let patch = parts[2].parse().map_err(|_| {
            InferenceError::ForwardError(format!("Invalid patch version: {}", parts[2]))
        })?;

        Ok(Self::new(major, minor, patch))
    }

    /// Check if this version is compatible with another (same major version)
    pub fn is_compatible_with(&self, other: &ModelVersion) -> bool {
        self.major == other.major
    }

    // Note: to_string() is provided by Display trait implementation
}

impl std::fmt::Display for ModelVersion {
    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
        write!(f, "{}.{}.{}", self.major, self.minor, self.patch)
    }
}

/// Health status of a model
#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
pub enum HealthStatus {
    /// Model is healthy and operational
    Healthy,
    /// Model is degraded but operational
    Degraded,
    /// Model is unhealthy and should not be used
    Unhealthy,
}

/// Health check result
#[derive(Debug, Clone)]
pub struct HealthCheck {
    /// Health status
    pub status: HealthStatus,
    /// Timestamp of the check
    pub timestamp: Instant,
    /// Average latency (ms)
    pub avg_latency_ms: f64,
    /// Error rate (0.0 to 1.0)
    pub error_rate: f64,
    /// Number of requests processed
    pub request_count: usize,
    /// Additional details
    pub details: String,
}

impl HealthCheck {
    /// Create a new health check result
    pub fn new(status: HealthStatus) -> Self {
        Self {
            status,
            timestamp: Instant::now(),
            avg_latency_ms: 0.0,
            error_rate: 0.0,
            request_count: 0,
            details: String::new(),
        }
    }

    /// Check if the model is usable
    pub fn is_usable(&self) -> bool {
        matches!(self.status, HealthStatus::Healthy | HealthStatus::Degraded)
    }
}

/// Model metadata
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ModelMetadata {
    /// Model identifier
    pub id: String,
    /// Model version
    pub version: ModelVersion,
    /// Model architecture type
    pub architecture: String,
    /// Creation timestamp
    pub created_at: String,
    /// Model checksum (for integrity verification)
    pub checksum: Option<String>,
    /// Additional metadata
    pub extra: HashMap<String, String>,
}

impl ModelMetadata {
    /// Create new metadata
    pub fn new(
        id: impl Into<String>,
        version: ModelVersion,
        architecture: impl Into<String>,
    ) -> Self {
        Self {
            id: id.into(),
            version,
            architecture: architecture.into(),
            created_at: chrono::Utc::now().to_rfc3339(),
            checksum: None,
            extra: HashMap::new(),
        }
    }

    /// Set checksum
    pub fn with_checksum(mut self, checksum: impl Into<String>) -> Self {
        self.checksum = Some(checksum.into());
        self
    }

    /// Add extra metadata field
    pub fn add_metadata(mut self, key: impl Into<String>, value: impl Into<String>) -> Self {
        self.extra.insert(key.into(), value.into());
        self
    }
}

/// Statistics for a versioned model
#[derive(Debug, Clone, Default)]
pub struct ModelStats {
    /// Total requests processed
    pub total_requests: usize,
    /// Total errors encountered
    pub total_errors: usize,
    /// Sum of latencies (for computing average)
    pub total_latency_ms: f64,
    /// Last health check
    pub last_health_check: Option<HealthCheck>,
}

impl ModelStats {
    /// Record a successful request
    pub fn record_success(&mut self, latency_ms: f64) {
        self.total_requests += 1;
        self.total_latency_ms += latency_ms;
    }

    /// Record an error
    pub fn record_error(&mut self, latency_ms: f64) {
        self.total_requests += 1;
        self.total_errors += 1;
        self.total_latency_ms += latency_ms;
    }

    /// Get average latency
    pub fn avg_latency_ms(&self) -> f64 {
        if self.total_requests == 0 {
            0.0
        } else {
            self.total_latency_ms / self.total_requests as f64
        }
    }

    /// Get error rate
    pub fn error_rate(&self) -> f64 {
        if self.total_requests == 0 {
            0.0
        } else {
            self.total_errors as f64 / self.total_requests as f64
        }
    }

    /// Generate health check from current stats
    pub fn to_health_check(&self) -> HealthCheck {
        let error_rate = self.error_rate();
        let avg_latency = self.avg_latency_ms();

        let status = if error_rate > 0.5 {
            HealthStatus::Unhealthy
        } else if error_rate > 0.1 || avg_latency > 1000.0 {
            HealthStatus::Degraded
        } else {
            HealthStatus::Healthy
        };

        HealthCheck {
            status,
            timestamp: Instant::now(),
            avg_latency_ms: avg_latency,
            error_rate,
            request_count: self.total_requests,
            details: format!(
                "Requests: {}, Errors: {}, Avg Latency: {:.2}ms",
                self.total_requests, self.total_errors, avg_latency
            ),
        }
    }
}

/// Fallback strategy when primary model fails
#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
pub enum FallbackStrategy {
    /// Use the next available version
    NextVersion,
    /// Use the previous stable version
    PreviousStable,
    /// Use a specific version
    SpecificVersion,
    /// Return an error (no fallback)
    NoFallback,
}

/// Configuration for model versioning
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct VersioningConfig {
    /// Fallback strategy
    pub fallback_strategy: FallbackStrategy,
    /// Health check interval
    pub health_check_interval: Duration,
    /// Maximum error rate before marking unhealthy
    pub max_error_rate: f64,
    /// Maximum latency before marking degraded (ms)
    pub max_latency_ms: f64,
    /// Automatic recovery enabled
    pub auto_recovery: bool,
}

impl Default for VersioningConfig {
    fn default() -> Self {
        Self {
            fallback_strategy: FallbackStrategy::PreviousStable,
            health_check_interval: Duration::from_secs(60),
            max_error_rate: 0.1,
            max_latency_ms: 1000.0,
            auto_recovery: true,
        }
    }
}

/// Versioned model entry
struct VersionedModelEntry {
    metadata: ModelMetadata,
    stats: ModelStats,
    is_stable: bool,
}

/// Model version manager
pub struct ModelVersionManager {
    /// Map of model ID to versions
    models: Arc<RwLock<HashMap<String, Vec<VersionedModelEntry>>>>,
    /// Currently active versions per model ID
    active_versions: Arc<RwLock<HashMap<String, ModelVersion>>>,
    /// Configuration
    config: VersioningConfig,
}

impl ModelVersionManager {
    /// Create a new version manager
    pub fn new(config: VersioningConfig) -> Self {
        Self {
            models: Arc::new(RwLock::new(HashMap::new())),
            active_versions: Arc::new(RwLock::new(HashMap::new())),
            config,
        }
    }

    /// Register a model version
    pub fn register_version(
        &self,
        metadata: ModelMetadata,
        is_stable: bool,
    ) -> InferenceResult<()> {
        let mut models = self.models.write().map_err(|e| {
            InferenceError::LockError(format!("Failed to acquire write lock: {}", e))
        })?;
        let entries = models.entry(metadata.id.clone()).or_default();

        // Check if version already exists
        if entries
            .iter()
            .any(|e| e.metadata.version == metadata.version)
        {
            return Err(InferenceError::ForwardError(format!(
                "Version {} already registered for model {}",
                metadata.version, metadata.id
            )));
        }

        entries.push(VersionedModelEntry {
            metadata,
            stats: ModelStats::default(),
            is_stable,
        });

        // Sort by version (descending)
        entries.sort_by(|a, b| b.metadata.version.cmp(&a.metadata.version));

        Ok(())
    }

    /// Get the active version for a model
    pub fn get_active_version(&self, model_id: &str) -> Option<ModelVersion> {
        let active = self.active_versions.read().ok()?;
        active.get(model_id).cloned()
    }

    /// Set the active version for a model
    pub fn set_active_version(&self, model_id: &str, version: ModelVersion) -> InferenceResult<()> {
        // Verify version exists
        let models = self.models.read().map_err(|e| {
            InferenceError::LockError(format!("Failed to acquire read lock: {}", e))
        })?;
        let entries = models
            .get(model_id)
            .ok_or_else(|| InferenceError::ForwardError(format!("Model {} not found", model_id)))?;

        if !entries.iter().any(|e| e.metadata.version == version) {
            return Err(InferenceError::ForwardError(format!(
                "Version {} not found for model {}",
                version, model_id
            )));
        }

        let mut active = self.active_versions.write().map_err(|e| {
            InferenceError::LockError(format!("Failed to acquire write lock: {}", e))
        })?;
        active.insert(model_id.to_string(), version);

        Ok(())
    }

    /// Record a request for a model version
    pub fn record_request(
        &self,
        model_id: &str,
        version: &ModelVersion,
        latency_ms: f64,
        is_error: bool,
    ) -> InferenceResult<()> {
        let mut models = self.models.write().map_err(|e| {
            InferenceError::LockError(format!("Failed to acquire write lock: {}", e))
        })?;
        let entries = models
            .get_mut(model_id)
            .ok_or_else(|| InferenceError::ForwardError(format!("Model {} not found", model_id)))?;

        let entry = entries
            .iter_mut()
            .find(|e| &e.metadata.version == version)
            .ok_or_else(|| {
                InferenceError::ForwardError(format!(
                    "Version {} not found for model {}",
                    version, model_id
                ))
            })?;

        if is_error {
            entry.stats.record_error(latency_ms);
        } else {
            entry.stats.record_success(latency_ms);
        }

        Ok(())
    }

    /// Perform health check on a model version
    pub fn health_check(
        &self,
        model_id: &str,
        version: &ModelVersion,
    ) -> InferenceResult<HealthCheck> {
        let mut models = self.models.write().map_err(|e| {
            InferenceError::LockError(format!("Failed to acquire write lock: {}", e))
        })?;
        let entries = models
            .get_mut(model_id)
            .ok_or_else(|| InferenceError::ForwardError(format!("Model {} not found", model_id)))?;

        let entry = entries
            .iter_mut()
            .find(|e| &e.metadata.version == version)
            .ok_or_else(|| {
                InferenceError::ForwardError(format!(
                    "Version {} not found for model {}",
                    version, model_id
                ))
            })?;

        let health_check = entry.stats.to_health_check();
        entry.stats.last_health_check = Some(health_check.clone());

        Ok(health_check)
    }

    /// Get fallback version for a model
    pub fn get_fallback_version(
        &self,
        model_id: &str,
        current_version: &ModelVersion,
    ) -> Option<ModelVersion> {
        let models = self.models.read().ok()?;
        let entries = models.get(model_id)?;

        match self.config.fallback_strategy {
            FallbackStrategy::NextVersion => {
                // Find next lower version
                entries
                    .iter()
                    .filter(|e| e.metadata.version < *current_version)
                    .map(|e| e.metadata.version.clone())
                    .next()
            }
            FallbackStrategy::PreviousStable => {
                // Find most recent stable version that's not current
                entries
                    .iter()
                    .filter(|e| e.is_stable && e.metadata.version != *current_version)
                    .map(|e| e.metadata.version.clone())
                    .next()
            }
            FallbackStrategy::NoFallback => None,
            FallbackStrategy::SpecificVersion => {
                // Would need to be configured separately
                None
            }
        }
    }

    /// List all versions for a model
    pub fn list_versions(&self, model_id: &str) -> Vec<ModelVersion> {
        let models = match self.models.read() {
            Ok(m) => m,
            Err(_) => return Vec::new(),
        };
        models
            .get(model_id)
            .map(|entries| entries.iter().map(|e| e.metadata.version.clone()).collect())
            .unwrap_or_default()
    }

    /// Get metadata for a specific version
    pub fn get_metadata(&self, model_id: &str, version: &ModelVersion) -> Option<ModelMetadata> {
        let models = self.models.read().ok()?;
        models.get(model_id).and_then(|entries| {
            entries
                .iter()
                .find(|e| &e.metadata.version == version)
                .map(|e| e.metadata.clone())
        })
    }

    /// Get statistics for a specific version
    pub fn get_stats(&self, model_id: &str, version: &ModelVersion) -> Option<ModelStats> {
        let models = self.models.read().ok()?;
        models.get(model_id).and_then(|entries| {
            entries
                .iter()
                .find(|e| &e.metadata.version == version)
                .map(|e| e.stats.clone())
        })
    }
}

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

    #[test]
    fn test_model_version_creation() {
        let version = ModelVersion::new(1, 2, 3);
        assert_eq!(version.major, 1);
        assert_eq!(version.minor, 2);
        assert_eq!(version.patch, 3);
    }

    #[test]
    fn test_model_version_parse() {
        let version = ModelVersion::parse("1.2.3").unwrap();
        assert_eq!(version.major, 1);
        assert_eq!(version.minor, 2);
        assert_eq!(version.patch, 3);
    }

    #[test]
    fn test_model_version_parse_invalid() {
        assert!(ModelVersion::parse("1.2").is_err());
        assert!(ModelVersion::parse("1.2.x").is_err());
    }

    #[test]
    fn test_model_version_compatibility() {
        let v1 = ModelVersion::new(1, 2, 3);
        let v2 = ModelVersion::new(1, 3, 0);
        let v3 = ModelVersion::new(2, 0, 0);

        assert!(v1.is_compatible_with(&v2));
        assert!(!v1.is_compatible_with(&v3));
    }

    #[test]
    fn test_model_version_ordering() {
        let v1 = ModelVersion::new(1, 0, 0);
        let v2 = ModelVersion::new(1, 1, 0);
        let v3 = ModelVersion::new(2, 0, 0);

        assert!(v1 < v2);
        assert!(v2 < v3);
        assert!(v1 < v3);
    }

    #[test]
    fn test_health_status() {
        let check = HealthCheck::new(HealthStatus::Healthy);
        assert!(check.is_usable());

        let check = HealthCheck::new(HealthStatus::Degraded);
        assert!(check.is_usable());

        let check = HealthCheck::new(HealthStatus::Unhealthy);
        assert!(!check.is_usable());
    }

    #[test]
    fn test_model_stats() {
        let mut stats = ModelStats::default();

        stats.record_success(100.0);
        stats.record_success(200.0);
        stats.record_error(300.0);

        assert_eq!(stats.total_requests, 3);
        assert_eq!(stats.total_errors, 1);
        assert_eq!(stats.avg_latency_ms(), 200.0);
        assert_eq!(stats.error_rate(), 1.0 / 3.0);
    }

    #[test]
    fn test_model_stats_health_check() {
        let mut stats = ModelStats::default();

        // Low error rate, low latency -> Healthy
        stats.record_success(50.0);
        stats.record_success(60.0);
        let check = stats.to_health_check();
        assert_eq!(check.status, HealthStatus::Healthy);

        // High error rate -> Unhealthy
        stats.record_error(100.0);
        stats.record_error(100.0);
        stats.record_error(100.0);
        let check = stats.to_health_check();
        assert_eq!(check.status, HealthStatus::Unhealthy);
    }

    #[test]
    fn test_version_manager_register() {
        let config = VersioningConfig::default();
        let manager = ModelVersionManager::new(config);

        let metadata = ModelMetadata::new("test-model", ModelVersion::new(1, 0, 0), "transformer");

        manager.register_version(metadata, true).unwrap();

        let versions = manager.list_versions("test-model");
        assert_eq!(versions.len(), 1);
    }

    #[test]
    fn test_version_manager_active_version() {
        let config = VersioningConfig::default();
        let manager = ModelVersionManager::new(config);

        let v1 = ModelVersion::new(1, 0, 0);
        let metadata = ModelMetadata::new("test-model", v1.clone(), "transformer");
        manager.register_version(metadata, true).unwrap();

        manager
            .set_active_version("test-model", v1.clone())
            .unwrap();

        let active = manager.get_active_version("test-model");
        assert_eq!(active, Some(v1));
    }

    #[test]
    fn test_version_manager_record_request() {
        let config = VersioningConfig::default();
        let manager = ModelVersionManager::new(config);

        let v1 = ModelVersion::new(1, 0, 0);
        let metadata = ModelMetadata::new("test-model", v1.clone(), "transformer");
        manager.register_version(metadata, true).unwrap();

        manager
            .record_request("test-model", &v1, 100.0, false)
            .unwrap();
        manager
            .record_request("test-model", &v1, 200.0, true)
            .unwrap();

        let stats = manager.get_stats("test-model", &v1).unwrap();
        assert_eq!(stats.total_requests, 2);
        assert_eq!(stats.total_errors, 1);
    }

    #[test]
    fn test_version_manager_fallback() {
        let config = VersioningConfig {
            fallback_strategy: FallbackStrategy::PreviousStable,
            ..Default::default()
        };
        let manager = ModelVersionManager::new(config);

        let v1 = ModelVersion::new(1, 0, 0);
        let v2 = ModelVersion::new(1, 1, 0);

        let metadata1 = ModelMetadata::new("test-model", v1.clone(), "transformer");
        let metadata2 = ModelMetadata::new("test-model", v2.clone(), "transformer");

        manager.register_version(metadata1, true).unwrap(); // Stable
        manager.register_version(metadata2, false).unwrap(); // Not stable

        let fallback = manager.get_fallback_version("test-model", &v2);
        assert_eq!(fallback, Some(v1));
    }

    #[test]
    fn test_version_manager_health_check() {
        let config = VersioningConfig::default();
        let manager = ModelVersionManager::new(config);

        let v1 = ModelVersion::new(1, 0, 0);
        let metadata = ModelMetadata::new("test-model", v1.clone(), "transformer");
        manager.register_version(metadata, true).unwrap();

        // Record some successful requests
        manager
            .record_request("test-model", &v1, 50.0, false)
            .unwrap();
        manager
            .record_request("test-model", &v1, 60.0, false)
            .unwrap();

        let health = manager.health_check("test-model", &v1).unwrap();
        assert_eq!(health.status, HealthStatus::Healthy);
    }
}