main.rs 13.1 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
15
16
17
18
19
20
21
22
23
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};
use subprocess::{Popen, PopenConfig, PopenError, Redirection};

/// App Configuration
#[derive(Parser, Debug)]
#[clap(author, version, about, long_about = None)]
struct Args {
    #[clap(default_value = "bigscience/bloom-560m", long, env)]
    model_name: String,
    #[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
41
42
43
44
    #[clap(default_value = "3000", long, short, env)]
    port: u16,
    #[clap(default_value = "/tmp/text-generation-server", long, env)]
    shard_uds_path: String,
    #[clap(default_value = "localhost", long, env)]
    master_addr: String,
    #[clap(default_value = "29500", long, env)]
    master_port: usize,
45
46
    #[clap(long, env)]
    json_output: bool,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
47
48
49
50
51
52
}

fn main() -> ExitCode {
    // Pattern match configuration
    let Args {
        model_name,
53
        revision,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
54
        num_shard,
55
        quantize,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
56
57
58
        max_concurrent_requests,
        max_input_length,
        max_batch_size,
59
        max_waiting_tokens,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
60
61
62
63
        port,
        shard_uds_path,
        master_addr,
        master_port,
64
        json_output,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
65
66
    } = Args::parse();

67
68
69
70
71
72
    if json_output {
        tracing_subscriber::fmt().json().init();
    } else {
        tracing_subscriber::fmt().compact().init();
    }

Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
    // 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");

    // 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 {
        let model_name = model_name.clone();
96
        let revision = revision.clone();
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
97
98
99
100
101
102
103
104
        let uds_path = shard_uds_path.clone();
        let master_addr = master_addr.clone();
        let status_sender = status_sender.clone();
        let shutdown = shutdown.clone();
        let shutdown_sender = shutdown_sender.clone();
        thread::spawn(move || {
            shard_manager(
                model_name,
105
                revision,
106
                quantize,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
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
                uds_path,
                rank,
                num_shard,
                master_addr,
                master_port,
                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");
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
    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(),
        format!("{}-0", shard_uds_path),
        "--tokenizer-name".to_string(),
        model_name,
    ];

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

Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
177
    let mut webserver = match Popen::create(
178
        &argv,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
        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`")
                }
195
196
            } else {
                tracing::error!("{}", err);
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
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
            }

            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() {
            tracing::error!("Shard {} failed:\n{}", rank, err);
            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(
    model_name: String,
260
    revision: Option<String>,
261
    quantize: bool,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
    uds_path: String,
    rank: usize,
    world_size: usize,
    master_addr: String,
    master_port: usize,
    status_sender: mpsc::Sender<ShardStatus>,
    shutdown: Arc<Mutex<bool>>,
    _shutdown_sender: mpsc::Sender<()>,
) {
    // Get UDS path
    let uds_string = format!("{}-{}", uds_path, rank);
    let uds = Path::new(&uds_string);
    // Clean previous runs
    fs::remove_file(uds).unwrap_or_default();

    // Process args
    let mut shard_argv = vec![
279
        "text-generation-server".to_string(),
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
280
281
282
283
        "serve".to_string(),
        model_name,
        "--uds-path".to_string(),
        uds_path,
284
285
286
        "--logger-level".to_string(),
        "ERROR".to_string(),
        "--json-output".to_string(),
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
287
288
289
290
291
292
    ];

    if world_size > 1 {
        shard_argv.push("--sharded".to_string());
    }

293
294
295
296
    if quantize {
        shard_argv.push("--quantize".to_string())
    }

297
298
299
300
301
    if let Some(revision) = revision {
        shard_argv.push("--revision".to_string());
        shard_argv.push(revision)
    }

Nicolas Patry's avatar
Nicolas Patry committed
302
    let mut env = vec![
303
304
305
306
307
        ("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()),
Nicolas Patry's avatar
Nicolas Patry committed
308
309
310
311
312
    ];

    // If the HUGGINGFACE_HUB_CACHE env var is set, pass it to the shard
    // Useful when running inside a docker container
    if let Ok(huggingface_hub_cache) = env::var("HUGGINGFACE_HUB_CACHE") {
313
        env.push(("HUGGINGFACE_HUB_CACHE".into(), huggingface_hub_cache.into()));
Nicolas Patry's avatar
Nicolas Patry committed
314
    };
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
315

316
317
318
    // If the WEIGHTS_CACHE_OVERRIDE env var is set, pass it to the shard
    // Useful when running inside a HuggingFace Inference Endpoint
    if let Ok(weights_cache_override) = env::var("WEIGHTS_CACHE_OVERRIDE") {
319
320
321
322
        env.push((
            "WEIGHTS_CACHE_OVERRIDE".into(),
            weights_cache_override.into(),
        ));
323
324
    };

325
326
    // 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") {
327
        env.push(("CUDA_VISIBLE_DEVICES".into(), cuda_visible_devices.into()));
328
329
    };

Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
330
331
332
333
334
335
336
337
338
339
    // Start process
    tracing::info!("Starting shard {}", rank);
    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
340
            env: Some(env),
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
341
342
343
344
345
346
347
            ..Default::default()
        },
    ) {
        Ok(p) => p,
        Err(err) => {
            if let PopenError::IoError(ref err) = err {
                if err.kind() == io::ErrorKind::NotFound {
348
                    tracing::error!("text-generation-server not found in PATH");
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
349
350
351
352
353
354
355
356
357
358
                    tracing::error!("Please install it with `make install-server`")
                }
            }
            status_sender
                .send(ShardStatus::Failed((rank, err.to_string())))
                .unwrap();
            return;
        }
    };

359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
    // 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
377
378
    let mut ready = false;
    let start_time = Instant::now();
Nicolas Patry's avatar
Nicolas Patry committed
379
    let mut wait_time = Instant::now();
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
    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));
            tracing::info!("Shard {} terminated", rank);
            return;
        }

        // Shard is ready
        if uds.exists() && !ready {
            tracing::info!("Shard {} ready in {:?}", rank, start_time.elapsed());
            status_sender.send(ShardStatus::Ready).unwrap();
            ready = true;
404
405
406
        } else if !ready && wait_time.elapsed() > Duration::from_secs(10) {
            tracing::info!("Waiting for shard {} to be ready...", rank);
            wait_time = Instant::now();
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
407
        }
Nicolas Patry's avatar
Nicolas Patry committed
408
        sleep(Duration::from_millis(100));
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
    }
}

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();
}