inferno-ai 0.10.3

Enterprise AI/ML model runner with automatic updates, real-time monitoring, and multi-interface support
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
#![allow(dead_code, unused_imports, unused_variables)]
use crate::{
    InfernoError,
    api::openai::{
        ChatChunkChoice, ChatCompletionChunk, ChatCompletionRequest, ChatDelta, ChatMessage,
    },
    backends::{Backend, InferenceParams},
    cli::serve::ServerState,
    streaming::{StreamingConfig, StreamingManager},
    upgrade::{ApplicationVersion, UpgradeEvent, UpgradeStatus},
};
use axum::{
    extract::{
        State,
        ws::{Message, WebSocket, WebSocketUpgrade},
    },
    response::Response,
};
use futures::{SinkExt, StreamExt};
use serde::{Deserialize, Serialize};
use std::sync::Arc;
use tokio::sync::Mutex;
use tracing::{debug, error, info, warn};
use uuid::Uuid;

/// WebSocket message types for streaming inference
#[derive(Debug, Clone, Serialize, Deserialize)]
#[serde(tag = "type")]
pub enum WSMessage {
    #[serde(rename = "chat_request")]
    ChatRequest {
        id: String,
        data: ChatCompletionRequest,
    },
    #[serde(rename = "chat_chunk")]
    ChatChunk {
        id: String,
        data: ChatCompletionChunk,
    },
    #[serde(rename = "error")]
    Error {
        id: Option<String>,
        message: String,
        code: String,
    },
    #[serde(rename = "heartbeat")]
    Heartbeat {
        timestamp: chrono::DateTime<chrono::Utc>,
        active_streams: usize,
    },
    #[serde(rename = "stream_metrics")]
    StreamMetrics {
        active_streams: usize,
        total_tokens: u64,
        average_latency: f32,
    },
    #[serde(rename = "connection_info")]
    ConnectionInfo {
        connection_id: String,
        server_version: String,
        capabilities: Vec<String>,
    },
    #[serde(rename = "upgrade_status")]
    UpgradeStatus {
        status: UpgradeStatus,
        current_version: ApplicationVersion,
    },
    #[serde(rename = "upgrade_event")]
    UpgradeEvent { event: UpgradeEvent },
    #[serde(rename = "upgrade_check_request")]
    UpgradeCheckRequest { id: String, force: bool },
    #[serde(rename = "upgrade_install_request")]
    UpgradeInstallRequest {
        id: String,
        version: Option<String>,
        auto_backup: bool,
    },
}

/// WebSocket streaming handler
pub async fn websocket_handler(
    ws: WebSocketUpgrade,
    State(state): State<Arc<ServerState>>,
) -> Response {
    info!("New WebSocket connection for streaming");

    ws.on_upgrade(move |socket| handle_websocket(socket, state))
}

/// Handle individual WebSocket connection
async fn handle_websocket(socket: WebSocket, state: Arc<ServerState>) {
    let connection_id = Uuid::new_v4().to_string();
    info!("WebSocket connection established: {}", connection_id);

    // Initialize streaming manager for this connection
    let streaming_config = StreamingConfig {
        max_concurrent_streams: 5, // Limit per connection
        enable_metrics: true,
        heartbeat_interval_ms: 30000, // 30 second heartbeat
        ..Default::default()
    };

    let streaming_manager = Arc::new(StreamingManager::new(streaming_config));
    if let Err(e) = streaming_manager.start().await {
        error!("Failed to start streaming manager: {}", e);
        return;
    }

    let (sender, mut receiver) = socket.split();
    let sender = Arc::new(Mutex::new(sender));

    // Send connection info
    let connection_info = WSMessage::ConnectionInfo {
        connection_id: connection_id.clone(),
        server_version: std::env::var("CARGO_PKG_VERSION").unwrap_or_else(|_| "0.1.0".to_string()),
        capabilities: vec![
            "streaming_chat".to_string(),
            "real_time_metrics".to_string(),
            "heartbeat".to_string(),
            "upgrade_notifications".to_string(),
            "upgrade_management".to_string(),
        ],
    };

    if let Ok(msg) = serde_json::to_string(&connection_info) {
        if sender.lock().await.send(Message::Text(msg)).await.is_err() {
            return;
        }
    }

    // Start heartbeat task
    let heartbeat_sender = sender.clone();
    let heartbeat_manager = streaming_manager.clone();
    let heartbeat_connection_id = connection_id.clone();

    let heartbeat_handle = tokio::spawn(async move {
        let mut interval = tokio::time::interval(tokio::time::Duration::from_secs(30));

        loop {
            interval.tick().await;

            let metrics = heartbeat_manager.get_metrics();
            let heartbeat = WSMessage::Heartbeat {
                timestamp: chrono::Utc::now(),
                active_streams: metrics.active_streams,
            };

            if let Ok(msg) = serde_json::to_string(&heartbeat) {
                if heartbeat_sender
                    .lock()
                    .await
                    .send(Message::Text(msg))
                    .await
                    .is_err()
                {
                    debug!(
                        "Heartbeat failed for connection: {}",
                        heartbeat_connection_id
                    );
                    break;
                }
            }
        }
    });

    // Handle incoming messages
    while let Some(msg) = receiver.next().await {
        match msg {
            Ok(Message::Text(text)) => match serde_json::from_str::<WSMessage>(&text) {
                Ok(ws_message) => {
                    if let Err(e) = handle_ws_message(
                        ws_message,
                        &state,
                        &streaming_manager,
                        &sender,
                        &connection_id,
                    )
                    .await
                    {
                        error!("Error handling WebSocket message: {}", e);

                        let error_msg = WSMessage::Error {
                            id: None,
                            message: format!("Message handling failed: {}", e),
                            code: "INTERNAL_ERROR".to_string(),
                        };

                        if let Ok(error_json) = serde_json::to_string(&error_msg) {
                            let _ = sender.lock().await.send(Message::Text(error_json)).await;
                        }
                    }
                }
                Err(e) => {
                    warn!("Invalid WebSocket message format: {}", e);

                    let error_msg = WSMessage::Error {
                        id: None,
                        message: format!("Invalid message format: {}", e),
                        code: "INVALID_FORMAT".to_string(),
                    };

                    if let Ok(error_json) = serde_json::to_string(&error_msg) {
                        let _ = sender.lock().await.send(Message::Text(error_json)).await;
                    }
                }
            },
            Ok(Message::Binary(_)) => {
                warn!("Binary messages not supported in streaming WebSocket");
            }
            Ok(Message::Ping(data)) => {
                debug!("Received ping, sending pong");
                let _ = sender.lock().await.send(Message::Pong(data)).await;
            }
            Ok(Message::Pong(_)) => {
                debug!("Received pong");
            }
            Ok(Message::Close(_)) => {
                info!("WebSocket connection closed: {}", connection_id);
                break;
            }
            Err(e) => {
                error!("WebSocket error: {}", e);
                break;
            }
        }
    }

    // Cleanup
    heartbeat_handle.abort();
    info!("WebSocket connection handler finished: {}", connection_id);
}

/// Handle specific WebSocket message types
async fn handle_ws_message(
    message: WSMessage,
    state: &Arc<ServerState>,
    streaming_manager: &Arc<StreamingManager>,
    sender: &Arc<Mutex<futures::stream::SplitSink<WebSocket, Message>>>,
    connection_id: &str,
) -> Result<(), InfernoError> {
    match message {
        WSMessage::ChatRequest { id, data } => {
            info!(
                "Processing chat request {} for connection {}",
                id, connection_id
            );

            // Get or load backend
            let backend = get_or_load_backend_for_ws(state, &data.model).await?;

            // Convert chat messages to prompt
            let prompt = format_chat_messages(&data.messages);

            let inference_params = InferenceParams {
                max_tokens: data.max_tokens,
                temperature: data.temperature,
                top_k: 40,
                top_p: data.top_p,
                stream: true, // Always stream for WebSocket
                stop_sequences: data.stop.unwrap_or_default(),
                seed: None,
            };

            // Create streaming session
            let mut stream = streaming_manager
                .create_enhanced_stream(&mut *backend.lock().await, &prompt, &inference_params)
                .await
                .map_err(|e| InfernoError::WebSocket(format!("Stream creation failed: {}", e)))?;

            let sender_clone = sender.clone();
            let request_id = id.clone();
            let model_name = data.model.clone();

            // Spawn streaming task
            tokio::spawn(async move {
                // Send initial chunk with role
                let initial_chunk = ChatCompletionChunk {
                    id: request_id.clone(),
                    object: "chat.completion.chunk".to_string(),
                    created: chrono::Utc::now().timestamp(),
                    model: model_name.clone(),
                    choices: vec![ChatChunkChoice {
                        index: 0,
                        delta: ChatDelta {
                            role: Some("assistant".to_string()),
                            content: None,
                        },
                        finish_reason: None,
                    }],
                };

                let initial_ws_msg = WSMessage::ChatChunk {
                    id: request_id.clone(),
                    data: initial_chunk,
                };

                if let Ok(msg_json) = serde_json::to_string(&initial_ws_msg) {
                    let _ = sender_clone
                        .lock()
                        .await
                        .send(Message::Text(msg_json))
                        .await;
                }

                // Stream tokens
                while let Some(token_result) = stream.next().await {
                    match token_result {
                        Ok(streaming_token) => {
                            if !streaming_token.is_heartbeat() {
                                let chunk = ChatCompletionChunk {
                                    id: request_id.clone(),
                                    object: "chat.completion.chunk".to_string(),
                                    created: chrono::Utc::now().timestamp(),
                                    model: model_name.clone(),
                                    choices: vec![ChatChunkChoice {
                                        index: 0,
                                        delta: ChatDelta {
                                            role: None,
                                            content: Some(streaming_token.content),
                                        },
                                        finish_reason: None,
                                    }],
                                };

                                let ws_msg = WSMessage::ChatChunk {
                                    id: request_id.clone(),
                                    data: chunk,
                                };

                                if let Ok(msg_json) = serde_json::to_string(&ws_msg) {
                                    if sender_clone
                                        .lock()
                                        .await
                                        .send(Message::Text(msg_json))
                                        .await
                                        .is_err()
                                    {
                                        break;
                                    }
                                }
                            }
                        }
                        Err(e) => {
                            error!("Streaming error: {}", e);

                            let error_msg = WSMessage::Error {
                                id: Some(request_id.clone()),
                                message: format!("Streaming failed: {}", e),
                                code: "STREAM_ERROR".to_string(),
                            };

                            if let Ok(error_json) = serde_json::to_string(&error_msg) {
                                let _ = sender_clone
                                    .lock()
                                    .await
                                    .send(Message::Text(error_json))
                                    .await;
                            }
                            break;
                        }
                    }
                }

                // Send final chunk
                let final_chunk = ChatCompletionChunk {
                    id: request_id.clone(),
                    object: "chat.completion.chunk".to_string(),
                    created: chrono::Utc::now().timestamp(),
                    model: model_name,
                    choices: vec![ChatChunkChoice {
                        index: 0,
                        delta: ChatDelta {
                            role: None,
                            content: None,
                        },
                        finish_reason: Some("stop".to_string()),
                    }],
                };

                let final_ws_msg = WSMessage::ChatChunk {
                    id: request_id,
                    data: final_chunk,
                };

                if let Ok(msg_json) = serde_json::to_string(&final_ws_msg) {
                    let _ = sender_clone
                        .lock()
                        .await
                        .send(Message::Text(msg_json))
                        .await;
                }
            });

            Ok(())
        }
        WSMessage::UpgradeCheckRequest { id, force } => {
            info!(
                "Processing upgrade check request {} for connection {}",
                id, connection_id
            );

            // Initialize upgrade system if not already available
            let upgrade_manager = match &state.upgrade_manager {
                Some(manager) => manager.clone(),
                None => {
                    let error_msg = WSMessage::Error {
                        id: Some(id),
                        message: "Upgrade system not initialized".to_string(),
                        code: "UPGRADE_NOT_AVAILABLE".to_string(),
                    };
                    send_ws_message(sender, &error_msg).await?;
                    return Ok(());
                }
            };

            // Spawn upgrade check task
            let sender_clone = sender.clone();
            let manager_clone = upgrade_manager.clone();
            tokio::spawn(async move {
                match manager_clone.check_for_updates().await {
                    Ok(update_info) => {
                        let status = if let Some(update) = update_info {
                            crate::upgrade::UpgradeStatus::Available(update)
                        } else {
                            crate::upgrade::UpgradeStatus::UpToDate
                        };

                        let status_msg = WSMessage::UpgradeStatus {
                            status,
                            current_version: ApplicationVersion::current(),
                        };

                        let _ = send_ws_message(&sender_clone, &status_msg).await;
                    }
                    Err(e) => {
                        let error_msg = WSMessage::Error {
                            id: Some(id),
                            message: format!("Update check failed: {}", e),
                            code: "UPDATE_CHECK_FAILED".to_string(),
                        };
                        let _ = send_ws_message(&sender_clone, &error_msg).await;
                    }
                }
            });

            Ok(())
        }
        WSMessage::UpgradeInstallRequest {
            id,
            version,
            auto_backup,
        } => {
            info!(
                "Processing upgrade install request {} for connection {}",
                id, connection_id
            );

            // Initialize upgrade system if not already available
            let upgrade_manager = match &state.upgrade_manager {
                Some(manager) => manager.clone(),
                None => {
                    let error_msg = WSMessage::Error {
                        id: Some(id),
                        message: "Upgrade system not initialized".to_string(),
                        code: "UPGRADE_NOT_AVAILABLE".to_string(),
                    };
                    send_ws_message(sender, &error_msg).await?;
                    return Ok(());
                }
            };

            // First check for available updates
            let sender_clone = sender.clone();
            let manager_clone = upgrade_manager.clone();
            tokio::spawn(async move {
                match manager_clone.check_for_updates().await {
                    Ok(Some(update_info)) => {
                        // Verify version if specified
                        if let Some(requested_version) = version {
                            if update_info.version.to_string() != requested_version {
                                let error_msg = WSMessage::Error {
                                    id: Some(id),
                                    message: format!(
                                        "Requested version {} not available",
                                        requested_version
                                    ),
                                    code: "VERSION_NOT_FOUND".to_string(),
                                };
                                let _ = send_ws_message(&sender_clone, &error_msg).await;
                                return;
                            }
                        }

                        // Start installation
                        match manager_clone.install_update(&update_info).await {
                            Ok(_) => {
                                let status_msg = WSMessage::UpgradeStatus {
                                    status: crate::upgrade::UpgradeStatus::Completed {
                                        old_version: ApplicationVersion::current(),
                                        new_version: update_info.version,
                                        restart_required: true,
                                    },
                                    current_version: ApplicationVersion::current(),
                                };
                                let _ = send_ws_message(&sender_clone, &status_msg).await;
                            }
                            Err(e) => {
                                let error_msg = WSMessage::Error {
                                    id: Some(id),
                                    message: format!("Installation failed: {}", e),
                                    code: "INSTALLATION_FAILED".to_string(),
                                };
                                let _ = send_ws_message(&sender_clone, &error_msg).await;
                            }
                        }
                    }
                    Ok(None) => {
                        let error_msg = WSMessage::Error {
                            id: Some(id),
                            message: "No updates available".to_string(),
                            code: "NO_UPDATES_AVAILABLE".to_string(),
                        };
                        let _ = send_ws_message(&sender_clone, &error_msg).await;
                    }
                    Err(e) => {
                        let error_msg = WSMessage::Error {
                            id: Some(id),
                            message: format!("Update check failed: {}", e),
                            code: "UPDATE_CHECK_FAILED".to_string(),
                        };
                        let _ = send_ws_message(&sender_clone, &error_msg).await;
                    }
                }
            });

            Ok(())
        }
        _ => {
            warn!("Unsupported WebSocket message type");
            Err(InfernoError::WebSocket(
                "Unsupported message type".to_string(),
            ))
        }
    }
}

/// Get or load backend for WebSocket connection
async fn get_or_load_backend_for_ws(
    state: &Arc<ServerState>,
    model_name: &str,
) -> Result<Arc<tokio::sync::Mutex<Backend>>, InfernoError> {
    // Similar to the HTTP API version but optimized for WebSocket
    if let Some(ref _distributed) = state.distributed {
        return Err(InfernoError::WebSocket(
            "WebSocket streaming not supported with distributed inference yet".to_string(),
        ));
    }

    // Check if we have a loaded backend matching the model
    if let Some(ref loaded_model) = state.loaded_model {
        if loaded_model == model_name {
            if let Some(ref backend) = state.backend {
                return Ok(backend.inner().clone());
            }
        }
    }

    // Load new backend for this model
    let model_info = state
        .model_manager
        .resolve_model(model_name)
        .await
        .map_err(|e| InfernoError::WebSocket(format!("Model resolution failed: {}", e)))?;

    let backend_type =
        crate::backends::BackendType::from_model_path(&model_info.path).ok_or_else(|| {
            InfernoError::WebSocket(format!(
                "No suitable backend found for model: {}",
                model_info.path.display()
            ))
        })?;
    let mut backend = Backend::new(backend_type, &state.config.backend_config)
        .map_err(|e| InfernoError::WebSocket(format!("Backend creation failed: {}", e)))?;

    backend
        .load_model(&model_info)
        .await
        .map_err(|e| InfernoError::WebSocket(format!("Model loading failed: {}", e)))?;

    Ok(Arc::new(tokio::sync::Mutex::new(backend)))
}

/// Format chat messages into a single prompt
fn format_chat_messages(messages: &[ChatMessage]) -> String {
    messages
        .iter()
        .map(|msg| format!("{}: {}", msg.role, msg.content))
        .collect::<Vec<_>>()
        .join("\n")
}

/// Send a WebSocket message
async fn send_ws_message(
    sender: &Arc<Mutex<futures::stream::SplitSink<WebSocket, Message>>>,
    message: &WSMessage,
) -> Result<(), InfernoError> {
    let json = serde_json::to_string(message)
        .map_err(|e| InfernoError::WebSocket(format!("Failed to serialize message: {}", e)))?;

    sender
        .lock()
        .await
        .send(Message::Text(json))
        .await
        .map_err(|e| InfernoError::WebSocket(format!("Failed to send message: {}", e)))?;

    Ok(())
}