main.rs 18.9 KB
Newer Older
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
1
use clap::Parser;
2
use serde_json::Value;
Nicolas Patry's avatar
Nicolas Patry committed
3
use std::env;
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
4
5
6
7
8
9
10
11
12
13
14
use std::io::{BufRead, BufReader, Read};
use std::path::Path;
use std::process::ExitCode;
use std::sync::atomic::{AtomicBool, Ordering};
use std::sync::mpsc::TryRecvError;
use std::sync::Arc;
use std::sync::{mpsc, Mutex};
use std::thread;
use std::thread::sleep;
use std::time::{Duration, Instant};
use std::{fs, io};
15
use subprocess::{ExitStatus, Popen, PopenConfig, PopenError, Redirection};
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
16
17
18
19
20
21

/// App Configuration
#[derive(Parser, Debug)]
#[clap(author, version, about, long_about = None)]
struct Args {
    #[clap(default_value = "bigscience/bloom-560m", long, env)]
22
    model_id: String,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
23
    #[clap(long, env)]
24
25
    revision: Option<String>,
    #[clap(long, env)]
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
26
    num_shard: Option<usize>,
27
28
    #[clap(long, env)]
    quantize: bool,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
29
30
31
32
33
34
    #[clap(default_value = "128", long, env)]
    max_concurrent_requests: usize,
    #[clap(default_value = "1000", long, env)]
    max_input_length: usize,
    #[clap(default_value = "32", long, env)]
    max_batch_size: usize,
35
36
    #[clap(default_value = "20", long, env)]
    max_waiting_tokens: usize,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
37
38
39
40
    #[clap(default_value = "3000", long, short, env)]
    port: u16,
    #[clap(default_value = "/tmp/text-generation-server", long, env)]
    shard_uds_path: String,
41
    #[clap(default_value = "localhost", long, env)]
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
42
    master_addr: String,
43
    #[clap(default_value = "29500", long, env)]
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
44
    master_port: usize,
45
    #[clap(long, env)]
46
47
48
49
    huggingface_hub_cache: Option<String>,
    #[clap(long, env)]
    weights_cache_override: Option<String>,
    #[clap(long, env)]
50
    json_output: bool,
51
52
    #[clap(long, env)]
    otlp_endpoint: Option<String>,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
53
54
55
56
57
}

fn main() -> ExitCode {
    // Pattern match configuration
    let Args {
58
        model_id,
59
        revision,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
60
        num_shard,
61
        quantize,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
62
63
64
        max_concurrent_requests,
        max_input_length,
        max_batch_size,
65
        max_waiting_tokens,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
66
67
68
69
        port,
        shard_uds_path,
        master_addr,
        master_port,
70
71
        huggingface_hub_cache,
        weights_cache_override,
72
        json_output,
73
        otlp_endpoint,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
74
75
    } = Args::parse();

76
77
78
79
80
81
    if json_output {
        tracing_subscriber::fmt().json().init();
    } else {
        tracing_subscriber::fmt().compact().init();
    }

Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
82
83
84
85
86
87
88
89
90
91
92
    // By default we only have one master shard
    let num_shard = num_shard.unwrap_or(1);

    // Signal handler
    let running = Arc::new(AtomicBool::new(true));
    let r = running.clone();
    ctrlc::set_handler(move || {
        r.store(false, Ordering::SeqCst);
    })
    .expect("Error setting Ctrl-C handler");

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
    // Download weights
    if weights_cache_override.is_none() {
        let mut download_argv = vec![
            "text-generation-server".to_string(),
            "download-weights".to_string(),
            model_id.clone(),
            "--logger-level".to_string(),
            "INFO".to_string(),
            "--json-output".to_string(),
        ];
        if num_shard == 1 {
            download_argv.push("--extension".to_string());
            download_argv.push(".bin".to_string());
        } else {
            download_argv.push("--extension".to_string());
            download_argv.push(".safetensors".to_string());
        }

        // Model optional revision
        if let Some(ref revision) = revision {
            download_argv.push("--revision".to_string());
            download_argv.push(revision.to_string())
        }

        let mut env = Vec::new();

        // If the HUGGINGFACE_HUB_CACHE env var is set, pass it to the shard
        // Useful when running inside a docker container
        if let Some(ref huggingface_hub_cache) = huggingface_hub_cache {
            env.push(("HUGGINGFACE_HUB_CACHE".into(), huggingface_hub_cache.into()));
        };

        // Start process
        tracing::info!("Starting download");
        let mut download_process = match Popen::create(
            &download_argv,
            PopenConfig {
                stdout: Redirection::Pipe,
                stderr: Redirection::Pipe,
                // Needed for the shutdown procedure
                setpgid: true,
                env: Some(env),
                ..Default::default()
            },
        ) {
            Ok(p) => p,
            Err(err) => {
                if let PopenError::IoError(ref err) = err {
                    if err.kind() == io::ErrorKind::NotFound {
                        tracing::error!("text-generation-server not found in PATH");
                        tracing::error!("Please install it with `make install-server`")
                    }
                }
                return ExitCode::FAILURE;
            }
        };

        // Redirect STDOUT to the console
        let download_stdout = download_process.stdout.take().unwrap();
        thread::spawn(move || {
            // Enter download tracing span
            let stdout = BufReader::new(download_stdout);
            let _span = tracing::span!(tracing::Level::INFO, "download").entered();
            for line in stdout.lines() {
                // Parse loguru logs
                if let Ok(value) = serde_json::from_str::<Value>(&line.unwrap()) {
                    if let Some(text) = value.get("text") {
                        // Format escaped newlines
                        tracing::info!("{}", text.to_string().replace("\\n", ""));
                    }
                }
            }
        });

        loop {
            if let Some(status) = download_process.poll() {
                match status {
                    ExitStatus::Exited(exit_code) => {
                        if exit_code == 0 {
                            tracing::info!("Successfully downloaded weights.");
                            break;
                        } else {
                            let mut err = String::new();
                            download_process
                                .stderr
                                .take()
                                .unwrap()
                                .read_to_string(&mut err)
                                .unwrap();
                            tracing::error!("Download encountered an error: {err}");
                            return ExitCode::FAILURE;
                        }
                    }
                    _ => {
                        tracing::error!("Download process exited with an unkown status.");
                        return ExitCode::FAILURE;
                    }
                }
            }
            if !running.load(Ordering::SeqCst) {
                download_process.terminate().unwrap();
                tracing::info!("Waiting for download process to gracefully shutdown");
                download_process
                    .wait_timeout(Duration::from_secs(90))
                    .unwrap();
                tracing::info!("Download process terminated");
                return ExitCode::SUCCESS;
            }
            sleep(Duration::from_millis(100));
        }
    } else {
        tracing::info!(
            "weights_cache_override is set to {:?}.",
            weights_cache_override
        );
        tracing::info!("Skipping download.")
    }

Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
211
212
213
214
215
216
217
218
219
220
221
    // Shared shutdown bool
    let shutdown = Arc::new(Mutex::new(false));
    // Shared shutdown channel
    // When shutting down, the main thread will wait for all senders to be dropped
    let (shutdown_sender, shutdown_receiver) = mpsc::channel();

    // Shared channel to track shard status
    let (status_sender, status_receiver) = mpsc::channel();

    // Start shard processes
    for rank in 0..num_shard {
222
        let model_id = model_id.clone();
223
        let revision = revision.clone();
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
224
225
        let uds_path = shard_uds_path.clone();
        let master_addr = master_addr.clone();
226
227
        let huggingface_hub_cache = huggingface_hub_cache.clone();
        let weights_cache_override = weights_cache_override.clone();
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
228
229
230
        let status_sender = status_sender.clone();
        let shutdown = shutdown.clone();
        let shutdown_sender = shutdown_sender.clone();
231
        let otlp_endpoint = otlp_endpoint.clone();
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
232
233
        thread::spawn(move || {
            shard_manager(
234
                model_id,
235
                revision,
236
                quantize,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
237
238
239
240
241
                uds_path,
                rank,
                num_shard,
                master_addr,
                master_port,
242
243
                huggingface_hub_cache,
                weights_cache_override,
244
                otlp_endpoint,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
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
                status_sender,
                shutdown,
                shutdown_sender,
            )
        });
    }
    drop(shutdown_sender);

    // Wait for shard to start
    let mut shard_ready = 0;
    while running.load(Ordering::SeqCst) {
        match status_receiver.try_recv() {
            Ok(ShardStatus::Ready) => {
                shard_ready += 1;
                if shard_ready == num_shard {
                    break;
                }
            }
            Err(TryRecvError::Empty) => {
                sleep(Duration::from_millis(100));
            }
            Ok(ShardStatus::Failed((rank, err))) => {
                tracing::error!("Shard {} failed to start:\n{}", rank, err);
                shutdown_shards(shutdown, &shutdown_receiver);
                return ExitCode::FAILURE;
            }
            Err(TryRecvError::Disconnected) => {
                tracing::error!("Shard status channel disconnected");
                shutdown_shards(shutdown, &shutdown_receiver);
                return ExitCode::FAILURE;
            }
        }
    }

    // We might have received a termination signal
    if !running.load(Ordering::SeqCst) {
        shutdown_shards(shutdown, &shutdown_receiver);
        return ExitCode::SUCCESS;
    }

    // All shard started
    // Start webserver
    tracing::info!("Starting Webserver");
288
289
290
291
292
293
294
295
296
297
298
299
300
    let mut argv = vec![
        "text-generation-router".to_string(),
        "--max-concurrent-requests".to_string(),
        max_concurrent_requests.to_string(),
        "--max-input-length".to_string(),
        max_input_length.to_string(),
        "--max-batch-size".to_string(),
        max_batch_size.to_string(),
        "--max-waiting-tokens".to_string(),
        max_waiting_tokens.to_string(),
        "--port".to_string(),
        port.to_string(),
        "--master-shard-uds-path".to_string(),
301
        format!("{shard_uds_path}-0"),
302
        "--tokenizer-name".to_string(),
303
        model_id,
304
305
306
307
308
309
    ];

    if json_output {
        argv.push("--json-output".to_string());
    }

310
311
312
313
314
315
    // OpenTelemetry
    if let Some(otlp_endpoint) = otlp_endpoint {
        argv.push("--otlp-endpoint".to_string());
        argv.push(otlp_endpoint);
    }

Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
316
    let mut webserver = match Popen::create(
317
        &argv,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
        PopenConfig {
            stdout: Redirection::Pipe,
            stderr: Redirection::Pipe,
            // Needed for the shutdown procedure
            setpgid: true,
            ..Default::default()
        },
    ) {
        Ok(p) => p,
        Err(err) => {
            tracing::error!("Failed to start webserver: {}", err);
            if let PopenError::IoError(err) = err {
                if err.kind() == io::ErrorKind::NotFound {
                    tracing::error!("text-generation-router not found in PATH");
                    tracing::error!("Please install it with `make install-router`")
                }
334
335
            } else {
                tracing::error!("{}", err);
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
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
            }

            shutdown_shards(shutdown, &shutdown_receiver);
            return ExitCode::FAILURE;
        }
    };

    // Redirect STDOUT and STDERR to the console
    let webserver_stdout = webserver.stdout.take().unwrap();
    let webserver_stderr = webserver.stderr.take().unwrap();

    thread::spawn(move || {
        let stdout = BufReader::new(webserver_stdout);
        let stderr = BufReader::new(webserver_stderr);
        for line in stdout.lines() {
            println!("{}", line.unwrap());
        }
        for line in stderr.lines() {
            println!("{}", line.unwrap());
        }
    });

    // Default exit code
    let mut exit_code = ExitCode::SUCCESS;

    while running.load(Ordering::SeqCst) {
        if let Ok(ShardStatus::Failed((rank, err))) = status_receiver.try_recv() {
363
            tracing::error!("Shard {rank} failed:\n{err}");
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
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
            exit_code = ExitCode::FAILURE;
            break;
        };

        match webserver.poll() {
            Some(_) => {
                tracing::error!("Webserver Crashed");
                shutdown_shards(shutdown, &shutdown_receiver);
                return ExitCode::FAILURE;
            }
            None => {
                sleep(Duration::from_millis(100));
            }
        };
    }

    // Graceful termination
    webserver.terminate().unwrap();
    tracing::info!("Waiting for webserver to gracefully shutdown");
    webserver.wait_timeout(Duration::from_secs(90)).unwrap();
    tracing::info!("Webserver terminated");
    shutdown_shards(shutdown, &shutdown_receiver);

    exit_code
}

#[derive(Debug)]
enum ShardStatus {
    Ready,
    Failed((usize, String)),
}

#[allow(clippy::too_many_arguments)]
fn shard_manager(
398
    model_id: String,
399
    revision: Option<String>,
400
    quantize: bool,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
401
402
403
404
405
    uds_path: String,
    rank: usize,
    world_size: usize,
    master_addr: String,
    master_port: usize,
406
407
    huggingface_hub_cache: Option<String>,
    weights_cache_override: Option<String>,
408
    otlp_endpoint: Option<String>,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
409
410
411
412
413
    status_sender: mpsc::Sender<ShardStatus>,
    shutdown: Arc<Mutex<bool>>,
    _shutdown_sender: mpsc::Sender<()>,
) {
    // Get UDS path
414
    let uds_string = format!("{uds_path}-{rank}");
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
415
416
417
418
419
420
    let uds = Path::new(&uds_string);
    // Clean previous runs
    fs::remove_file(uds).unwrap_or_default();

    // Process args
    let mut shard_argv = vec![
421
        "text-generation-server".to_string(),
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
422
        "serve".to_string(),
423
        model_id,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
424
425
        "--uds-path".to_string(),
        uds_path,
426
427
428
        "--logger-level".to_string(),
        "ERROR".to_string(),
        "--json-output".to_string(),
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
429
430
    ];

431
    // Activate tensor parallelism
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
432
433
434
435
    if world_size > 1 {
        shard_argv.push("--sharded".to_string());
    }

436
437
438
439
    if quantize {
        shard_argv.push("--quantize".to_string())
    }

440
    // Model optional revision
441
442
443
444
445
    if let Some(revision) = revision {
        shard_argv.push("--revision".to_string());
        shard_argv.push(revision)
    }

446
447
448
449
450
451
    // OpenTelemetry
    if let Some(otlp_endpoint) = otlp_endpoint {
        shard_argv.push("--otlp-endpoint".to_string());
        shard_argv.push(otlp_endpoint);
    }

Nicolas Patry's avatar
Nicolas Patry committed
452
    let mut env = vec![
453
454
455
456
457
        ("RANK".into(), rank.to_string().into()),
        ("WORLD_SIZE".into(), world_size.to_string().into()),
        ("MASTER_ADDR".into(), master_addr.into()),
        ("MASTER_PORT".into(), master_port.to_string().into()),
        ("SAFETENSORS_FAST_GPU".into(), "1".into()),
458
        ("NCCL_ASYNC_ERROR_HANDLING".into(), "1".into()),
Nicolas Patry's avatar
Nicolas Patry committed
459
460
    ];

461
    // If huggingface_hub_cache is some, pass it to the shard
Nicolas Patry's avatar
Nicolas Patry committed
462
    // Useful when running inside a docker container
463
    if let Some(huggingface_hub_cache) = huggingface_hub_cache {
464
        env.push(("HUGGINGFACE_HUB_CACHE".into(), huggingface_hub_cache.into()));
Nicolas Patry's avatar
Nicolas Patry committed
465
    };
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
466

467
    // If weights_cache_override is some, pass it to the shard
468
    // Useful when running inside a HuggingFace Inference Endpoint
469
    if let Some(weights_cache_override) = weights_cache_override {
470
471
472
473
        env.push((
            "WEIGHTS_CACHE_OVERRIDE".into(),
            weights_cache_override.into(),
        ));
474
475
    };

476
477
478
479
480
481
    // If the NCCL_SHM_DISABLE env var is set, pass it to the shard
    // needed when running NCCL inside a docker container and when you can't increase shm size
    if let Ok(nccl_shm_disalbe) = env::var("NCCL_SHM_DISABLE") {
        env.push(("NCCL_SHM_DISABLE".into(), nccl_shm_disalbe.into()));
    };

482
483
    // If the CUDA_VISIBLE_DEVICES env var is set, pass it to the shard
    if let Ok(cuda_visible_devices) = env::var("CUDA_VISIBLE_DEVICES") {
484
        env.push(("CUDA_VISIBLE_DEVICES".into(), cuda_visible_devices.into()));
485
486
    };

Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
487
    // Start process
488
    tracing::info!("Starting shard {rank}");
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
489
490
491
492
493
494
495
496
    let mut p = match Popen::create(
        &shard_argv,
        PopenConfig {
            stdout: Redirection::Pipe,
            stderr: Redirection::Pipe,
            // Needed for the shutdown procedure
            setpgid: true,
            // NCCL env vars
Nicolas Patry's avatar
Nicolas Patry committed
497
            env: Some(env),
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
498
499
500
501
502
503
504
            ..Default::default()
        },
    ) {
        Ok(p) => p,
        Err(err) => {
            if let PopenError::IoError(ref err) = err {
                if err.kind() == io::ErrorKind::NotFound {
505
                    tracing::error!("text-generation-server not found in PATH");
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
506
507
508
509
510
511
512
513
514
515
                    tracing::error!("Please install it with `make install-server`")
                }
            }
            status_sender
                .send(ShardStatus::Failed((rank, err.to_string())))
                .unwrap();
            return;
        }
    };

516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
    // Redirect STDOUT to the console
    let shard_stdout = p.stdout.take().unwrap();

    thread::spawn(move || {
        // Enter shard-manager tracing span
        let stdout = BufReader::new(shard_stdout);
        let _span = tracing::span!(tracing::Level::INFO, "shard-manager", rank = rank).entered();
        for line in stdout.lines() {
            // Parse loguru logs
            if let Ok(value) = serde_json::from_str::<Value>(&line.unwrap()) {
                if let Some(text) = value.get("text") {
                    // Format escaped newlines
                    tracing::error!("{}", text.to_string().replace("\\n", "\n"));
                }
            }
        }
    });

Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
534
535
    let mut ready = false;
    let start_time = Instant::now();
Nicolas Patry's avatar
Nicolas Patry committed
536
    let mut wait_time = Instant::now();
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
    loop {
        // Process exited
        if p.poll().is_some() {
            let mut err = String::new();
            p.stderr.take().unwrap().read_to_string(&mut err).unwrap();
            status_sender
                .send(ShardStatus::Failed((rank, err)))
                .unwrap();
            return;
        }

        // We received a shutdown signal
        if *shutdown.lock().unwrap() {
            p.terminate().unwrap();
            let _ = p.wait_timeout(Duration::from_secs(90));
552
            tracing::info!("Shard {rank} terminated");
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
553
554
555
556
557
            return;
        }

        // Shard is ready
        if uds.exists() && !ready {
558
            tracing::info!("Shard {rank} ready in {:?}", start_time.elapsed());
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
559
560
            status_sender.send(ShardStatus::Ready).unwrap();
            ready = true;
561
        } else if !ready && wait_time.elapsed() > Duration::from_secs(10) {
562
            tracing::info!("Waiting for shard {rank} to be ready...");
563
            wait_time = Instant::now();
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
564
        }
Nicolas Patry's avatar
Nicolas Patry committed
565
        sleep(Duration::from_millis(100));
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
    }
}

fn shutdown_shards(shutdown: Arc<Mutex<bool>>, shutdown_receiver: &mpsc::Receiver<()>) {
    tracing::info!("Shutting down shards");
    // Update shutdown value to true
    // This will be picked up by the shard manager
    {
        let mut shutdown = shutdown.lock().unwrap();
        *shutdown = true;
    }

    // Wait for shards to shutdown
    // This will block till all shutdown_sender are dropped
    let _ = shutdown_receiver.recv();
}