main.rs 17.3 KB
Newer Older
1
use axum::http::HeaderValue;
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
2
use clap::Parser;
3
use hf_hub::api::tokio::{Api, ApiBuilder, ApiRepo};
4
use hf_hub::{Cache, Repo, RepoType};
5
6
7
8
9
10
use opentelemetry::sdk::propagation::TraceContextPropagator;
use opentelemetry::sdk::trace;
use opentelemetry::sdk::trace::Sampler;
use opentelemetry::sdk::Resource;
use opentelemetry::{global, KeyValue};
use opentelemetry_otlp::WithExportConfig;
11
12
use std::fs::File;
use std::io::BufReader;
Olivier Dehaene's avatar
Olivier Dehaene committed
13
use std::net::{IpAddr, Ipv4Addr, SocketAddr};
14
use std::path::{Path, PathBuf};
15
use text_generation_router::config::Config;
drbh's avatar
drbh committed
16
use text_generation_router::{server, HubModelInfo, HubProcessorConfig, HubTokenizerConfig};
17
use thiserror::Error;
18
use tokenizers::Tokenizer;
19
use tower_http::cors::AllowOrigin;
20
21
use tracing_subscriber::layer::SubscriberExt;
use tracing_subscriber::util::SubscriberInitExt;
22
use tracing_subscriber::{filter::LevelFilter, EnvFilter, Layer};
Olivier Dehaene's avatar
Olivier Dehaene committed
23
24
25
26
27

/// App Configuration
#[derive(Parser, Debug)]
#[clap(author, version, about, long_about = None)]
struct Args {
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
28
29
    #[clap(default_value = "128", long, env)]
    max_concurrent_requests: usize,
30
31
    #[clap(default_value = "2", long, env)]
    max_best_of: usize,
32
33
    #[clap(default_value = "4", long, env)]
    max_stop_sequences: usize,
Nicolas Patry's avatar
Nicolas Patry committed
34
35
    #[clap(default_value = "5", long, env)]
    max_top_n_tokens: u32,
36
    #[clap(default_value = "1024", long, env)]
37
    max_input_tokens: usize,
38
    #[clap(default_value = "2048", long, env)]
39
    max_total_tokens: usize,
40
41
    #[clap(default_value = "1.2", long, env)]
    waiting_served_ratio: f32,
42
43
    #[clap(default_value = "4096", long, env)]
    max_batch_prefill_tokens: u32,
44
45
    #[clap(long, env)]
    max_batch_total_tokens: Option<u32>,
46
47
    #[clap(default_value = "20", long, env)]
    max_waiting_tokens: usize,
48
49
    #[clap(long, env)]
    max_batch_size: Option<usize>,
50
51
    #[clap(default_value = "0.0.0.0", long, env)]
    hostname: String,
Olivier Dehaene's avatar
Olivier Dehaene committed
52
53
    #[clap(default_value = "3000", long, short, env)]
    port: u16,
54
    #[clap(default_value = "/tmp/text-generation-server-0", long, env)]
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
55
    master_shard_uds_path: String,
Olivier Dehaene's avatar
Olivier Dehaene committed
56
57
    #[clap(default_value = "bigscience/bloom", long, env)]
    tokenizer_name: String,
58
    #[clap(long, env)]
59
60
    tokenizer_config_path: Option<String>,
    #[clap(long, env)]
61
    revision: Option<String>,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
62
63
    #[clap(default_value = "2", long, env)]
    validation_workers: usize,
64
65
    #[clap(long, env)]
    json_output: bool,
66
67
    #[clap(long, env)]
    otlp_endpoint: Option<String>,
68
69
    #[clap(long, env)]
    cors_allow_origin: Option<Vec<String>>,
70
71
72
73
74
    #[clap(long, env)]
    ngrok: bool,
    #[clap(long, env)]
    ngrok_authtoken: Option<String>,
    #[clap(long, env)]
75
    ngrok_edge: Option<String>,
76
    #[clap(long, env, default_value_t = false)]
77
    messages_api_enabled: bool,
drbh's avatar
drbh committed
78
79
    #[clap(long, env, default_value_t = false)]
    disable_grammar_support: bool,
80
81
    #[clap(default_value = "4", long, env)]
    max_client_batch_size: usize,
Olivier Dehaene's avatar
Olivier Dehaene committed
82
}
Olivier Dehaene's avatar
Init  
Olivier Dehaene committed
83

84
85
#[tokio::main]
async fn main() -> Result<(), RouterError> {
Olivier Dehaene's avatar
Olivier Dehaene committed
86
87
    // Get args
    let args = Args::parse();
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
88
    // Pattern match configuration
Olivier Dehaene's avatar
Olivier Dehaene committed
89
    let Args {
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
90
        max_concurrent_requests,
91
        max_best_of,
92
        max_stop_sequences,
Nicolas Patry's avatar
Nicolas Patry committed
93
        max_top_n_tokens,
94
        max_input_tokens,
95
        max_total_tokens,
96
        waiting_served_ratio,
97
98
        max_batch_prefill_tokens,
        max_batch_total_tokens,
99
        max_waiting_tokens,
100
        max_batch_size,
101
        hostname,
Olivier Dehaene's avatar
Olivier Dehaene committed
102
        port,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
103
        master_shard_uds_path,
Olivier Dehaene's avatar
Olivier Dehaene committed
104
        tokenizer_name,
105
        tokenizer_config_path,
106
        revision,
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
107
        validation_workers,
108
        json_output,
109
        otlp_endpoint,
110
        cors_allow_origin,
111
112
        ngrok,
        ngrok_authtoken,
113
        ngrok_edge,
114
        messages_api_enabled,
drbh's avatar
drbh committed
115
        disable_grammar_support,
116
        max_client_batch_size,
Olivier Dehaene's avatar
Olivier Dehaene committed
117
118
    } = args;

119
120
121
    // Launch Tokio runtime
    init_logging(otlp_endpoint, json_output);

122
    // Validate args
123
    if max_input_tokens >= max_total_tokens {
124
        return Err(RouterError::ArgumentValidation(
125
            "`max_input_tokens` must be < `max_total_tokens`".to_string(),
126
127
        ));
    }
128
129
    if max_input_tokens as u32 > max_batch_prefill_tokens {
        return Err(RouterError::ArgumentValidation(format!("`max_batch_prefill_tokens` must be >= `max_input_tokens`. Given: {max_batch_prefill_tokens} and {max_input_tokens}")));
130
    }
131

132
    if validation_workers == 0 {
133
134
135
        return Err(RouterError::ArgumentValidation(
            "`validation_workers` must be > 0".to_string(),
        ));
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
136
137
    }

138
139
140
141
142
143
144
145
146
    if let Some(ref max_batch_total_tokens) = max_batch_total_tokens {
        if max_batch_prefill_tokens > *max_batch_total_tokens {
            return Err(RouterError::ArgumentValidation(format!("`max_batch_prefill_tokens` must be <= `max_batch_total_tokens`. Given: {max_batch_prefill_tokens} and {max_batch_total_tokens}")));
        }
        if max_total_tokens as u32 > *max_batch_total_tokens {
            return Err(RouterError::ArgumentValidation(format!("`max_total_tokens` must be <= `max_batch_total_tokens`. Given: {max_total_tokens} and {max_batch_total_tokens}")));
        }
    }

147
148
149
150
151
152
153
154
155
156
157
    // CORS allowed origins
    // map to go inside the option and then map to parse from String to HeaderValue
    // Finally, convert to AllowOrigin
    let cors_allow_origin: Option<AllowOrigin> = cors_allow_origin.map(|cors_allow_origin| {
        AllowOrigin::list(
            cors_allow_origin
                .iter()
                .map(|origin| origin.parse::<HeaderValue>().unwrap()),
        )
    });

158
159
160
    // Parse Huggingface hub token
    let authorization_token = std::env::var("HUGGING_FACE_HUB_TOKEN").ok();

161
    // Tokenizer instance
Olivier Dehaene's avatar
v0.1.0  
Olivier Dehaene committed
162
    // This will only be used to validate payloads
163
    let local_path = Path::new(&tokenizer_name);
164

165
166
    // Shared API builder initialization
    let api_builder = || {
167
168
169
170
        let mut builder = ApiBuilder::new()
            .with_progress(false)
            .with_token(authorization_token);

171
        if let Ok(cache_dir) = std::env::var("HUGGINGFACE_HUB_CACHE") {
172
173
174
            builder = builder.with_cache_dir(cache_dir.into());
        }

175
176
177
178
179
180
181
        builder
    };

    // Decide if we need to use the API based on the revision and local path
    let use_api = revision.is_some() || !local_path.exists() || !local_path.is_dir();

    // Initialize API if needed
182
183
184
185
186
187
    #[derive(Clone)]
    enum Type {
        Api(Api),
        Cache(Cache),
        None,
    }
188
    let api = if use_api {
189
190
191
192
193
194
195
196
197
198
199
200
        if std::env::var("HF_HUB_OFFLINE") == Ok("1".to_string()) {
            let cache = Cache::default();
            tracing::warn!("Offline mode active using cache defaults");
            Type::Cache(cache)
        } else {
            tracing::info!("Using the Hugging Face API");
            match api_builder().build() {
                Ok(api) => Type::Api(api),
                Err(_) => {
                    tracing::warn!("Unable to build the Hugging Face API");
                    Type::None
                }
201
            }
202
        }
203
    } else {
204
        Type::None
205
206
207
    };

    // Load tokenizer and model info
drbh's avatar
drbh committed
208
209
210
211
212
213
214
    let (
        tokenizer_filename,
        config_filename,
        tokenizer_config_filename,
        processor_config_filename,
        model_info,
    ) = match api {
215
216
217
218
        Type::None => (
            Some(local_path.join("tokenizer.json")),
            Some(local_path.join("config.json")),
            Some(local_path.join("tokenizer_config.json")),
drbh's avatar
drbh committed
219
            Some(local_path.join("processor_config.json")),
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
            None,
        ),
        Type::Api(api) => {
            let api_repo = api.repo(Repo::with_revision(
                tokenizer_name.to_string(),
                RepoType::Model,
                revision.clone().unwrap_or_else(|| "main".to_string()),
            ));

            let tokenizer_filename = match api_repo.get("tokenizer.json").await {
                Ok(tokenizer_filename) => Some(tokenizer_filename),
                Err(_) => get_base_tokenizer(&api, &api_repo).await,
            };
            let config_filename = api_repo.get("config.json").await.ok();
            let tokenizer_config_filename = api_repo.get("tokenizer_config.json").await.ok();
drbh's avatar
drbh committed
235
            let processor_config_filename = api_repo.get("processor_config.json").await.ok();
236
237
238
239
240
241
242
243
244
245
246

            let model_info = if let Some(model_info) = get_model_info(&api_repo).await {
                Some(model_info)
            } else {
                tracing::warn!("Could not retrieve model info from the Hugging Face hub.");
                None
            };
            (
                tokenizer_filename,
                config_filename,
                tokenizer_config_filename,
drbh's avatar
drbh committed
247
                processor_config_filename,
248
249
250
251
252
253
254
255
256
257
258
259
260
                model_info,
            )
        }
        Type::Cache(cache) => {
            let repo = cache.repo(Repo::with_revision(
                tokenizer_name.to_string(),
                RepoType::Model,
                revision.clone().unwrap_or_else(|| "main".to_string()),
            ));
            (
                repo.get("tokenizer.json"),
                repo.get("config.json"),
                repo.get("tokenizer_config.json"),
drbh's avatar
drbh committed
261
                repo.get("processor_config.json"),
262
263
264
265
266
267
268
269
                None,
            )
        }
    };
    let tokenizer: Option<Tokenizer> =
        tokenizer_filename.and_then(|filename| Tokenizer::from_file(filename).ok());
    let config: Option<Config> = config_filename.and_then(|filename| {
        std::fs::read_to_string(filename)
270
271
            .ok()
            .as_ref()
272
273
274
275
276
277
278
279
280
281
282
283
284
            .and_then(|c| {
                let config: Result<Config, _> = serde_json::from_str(c);
                if let Err(err) = &config {
                    tracing::warn!("Could not parse config {err:?}");
                }
                config.ok()
            })
    });
    let model_info = model_info.unwrap_or_else(|| HubModelInfo {
        model_id: tokenizer_name.to_string(),
        sha: None,
        pipeline_tag: None,
    });
285

286
287
288
289
    // Read the JSON contents of the file as an instance of 'HubTokenizerConfig'.
    let tokenizer_config: Option<HubTokenizerConfig> = if let Some(filename) = tokenizer_config_path
    {
        HubTokenizerConfig::from_file(filename)
290
    } else {
291
        tokenizer_config_filename.and_then(HubTokenizerConfig::from_file)
292
    };
293
294
295
296
    let tokenizer_config = tokenizer_config.unwrap_or_else(|| {
        tracing::warn!("Could not find tokenizer config locally and no API specified");
        HubTokenizerConfig::default()
    });
297

drbh's avatar
drbh committed
298
299
300
301
    let processor_config = processor_config_filename
        .and_then(HubProcessorConfig::from_file)
        .unwrap_or_default();

302
    tracing::info!("Using config {config:?}");
303
304
305
306
307
308
309
310
311
    if tokenizer.is_none() {
        tracing::warn!("Could not find a fast tokenizer implementation for {tokenizer_name}");
        tracing::warn!("Rust input length validation and truncation is disabled");
    }

    // if pipeline-tag == text-generation we default to return_full_text = true
    let compat_return_full_text = match &model_info.pipeline_tag {
        None => {
            tracing::warn!("no pipeline tag found for model {tokenizer_name}");
OlivierDehaene's avatar
OlivierDehaene committed
312
            true
313
314
315
316
        }
        Some(pipeline_tag) => pipeline_tag.as_str() == "text-generation",
    };

drbh's avatar
drbh committed
317
318
319
320
321
322
323
324
325
    // Determine the server port based on the feature and environment variable.
    let port = if cfg!(feature = "google") {
        std::env::var("AIP_HTTP_PORT")
            .map(|aip_http_port| aip_http_port.parse::<u16>().unwrap_or(port))
            .unwrap_or(port)
    } else {
        port
    };

326
327
328
329
330
331
332
333
334
335
    let addr = match hostname.parse() {
        Ok(ip) => SocketAddr::new(ip, port),
        Err(_) => {
            tracing::warn!("Invalid hostname, defaulting to 0.0.0.0");
            SocketAddr::new(IpAddr::V4(Ipv4Addr::new(0, 0, 0, 0)), port)
        }
    };

    // Run server
    server::run(
OlivierDehaene's avatar
OlivierDehaene committed
336
        master_shard_uds_path,
337
338
339
340
341
342
        model_info,
        compat_return_full_text,
        max_concurrent_requests,
        max_best_of,
        max_stop_sequences,
        max_top_n_tokens,
343
        max_input_tokens,
344
345
346
        max_total_tokens,
        waiting_served_ratio,
        max_batch_prefill_tokens,
OlivierDehaene's avatar
OlivierDehaene committed
347
        max_batch_total_tokens,
348
        max_waiting_tokens,
349
        max_batch_size,
350
        tokenizer,
351
        config,
352
353
354
355
356
357
        validation_workers,
        addr,
        cors_allow_origin,
        ngrok,
        ngrok_authtoken,
        ngrok_edge,
358
        tokenizer_config,
drbh's avatar
drbh committed
359
        processor_config,
360
        messages_api_enabled,
drbh's avatar
drbh committed
361
        disable_grammar_support,
362
        max_client_batch_size,
363
364
365
    )
    .await?;
    Ok(())
Olivier Dehaene's avatar
Init  
Olivier Dehaene committed
366
}
367
368
369
370
371

/// Init logging using env variables LOG_LEVEL and LOG_FORMAT:
///     - otlp_endpoint is an optional URL to an Open Telemetry collector
///     - LOG_LEVEL may be TRACE, DEBUG, INFO, WARN or ERROR (default to INFO)
///     - LOG_FORMAT may be TEXT or JSON (default to TEXT)
372
///     - LOG_COLORIZE may be "false" or "true" (default to "true" or ansi supported platforms)
373
374
375
376
fn init_logging(otlp_endpoint: Option<String>, json_output: bool) {
    let mut layers = Vec::new();

    // STDOUT/STDERR layer
377
    let ansi = std::env::var("LOG_COLORIZE") != Ok("1".to_string());
378
379
    let fmt_layer = tracing_subscriber::fmt::layer()
        .with_file(true)
380
        .with_ansi(ansi)
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
        .with_line_number(true);

    let fmt_layer = match json_output {
        true => fmt_layer.json().flatten_event(true).boxed(),
        false => fmt_layer.boxed(),
    };
    layers.push(fmt_layer);

    // OpenTelemetry tracing layer
    if let Some(otlp_endpoint) = otlp_endpoint {
        global::set_text_map_propagator(TraceContextPropagator::new());

        let tracer = opentelemetry_otlp::new_pipeline()
            .tracing()
            .with_exporter(
                opentelemetry_otlp::new_exporter()
                    .tonic()
                    .with_endpoint(otlp_endpoint),
            )
            .with_trace_config(
                trace::config()
                    .with_resource(Resource::new(vec![KeyValue::new(
                        "service.name",
                        "text-generation-inference.router",
                    )]))
                    .with_sampler(Sampler::AlwaysOn),
            )
            .install_batch(opentelemetry::runtime::Tokio);

        if let Ok(tracer) = tracer {
            layers.push(tracing_opentelemetry::layer().with_tracer(tracer).boxed());
Nicolas Patry's avatar
Nicolas Patry committed
412
            init_tracing_opentelemetry::init_propagator().unwrap();
413
414
415
416
        };
    }

    // Filter events with LOG_LEVEL
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
    let varname = "LOG_LEVEL";
    let env_filter = if let Ok(log_level) = std::env::var(varname) {
        // Override to avoid simple logs to be spammed with tokio level informations
        let log_level = match &log_level[..] {
            "warn" => "text_generation_launcher=warn,text_generation_router=warn",
            "info" => "text_generation_launcher=info,text_generation_router=info",
            "debug" => "text_generation_launcher=debug,text_generation_router=debug",
            log_level => log_level,
        };
        EnvFilter::builder()
            .with_default_directive(LevelFilter::INFO.into())
            .parse_lossy(log_level)
    } else {
        EnvFilter::new("info")
    };
432
433
434
435
436
437

    tracing_subscriber::registry()
        .with(env_filter)
        .with(layers)
        .init();
}
438
439

/// get model info from the Huggingface Hub
440
441
pub async fn get_model_info(api: &ApiRepo) -> Option<HubModelInfo> {
    let response = api.info_request().send().await.ok()?;
442
443

    if response.status().is_success() {
444
445
446
447
448
449
450
451
452
453
454
        let hub_model_info: HubModelInfo =
            serde_json::from_str(&response.text().await.ok()?).ok()?;
        if let Some(sha) = &hub_model_info.sha {
            tracing::info!(
                "Serving revision {sha} of model {}",
                hub_model_info.model_id
            );
        }
        Some(hub_model_info)
    } else {
        None
455
    }
456
}
457

458
/// get base tokenizer
459
pub async fn get_base_tokenizer(api: &Api, api_repo: &ApiRepo) -> Option<PathBuf> {
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
    let config_filename = api_repo.get("config.json").await.ok()?;

    // Open the file in read-only mode with buffer.
    let file = File::open(config_filename).ok()?;
    let reader = BufReader::new(file);

    // Read the JSON contents of the file as an instance of `User`.
    let config: serde_json::Value = serde_json::from_reader(reader).ok()?;

    if let Some(serde_json::Value::String(base_model_id)) = config.get("base_model_name_or_path") {
        let api_base_repo = api.repo(Repo::with_revision(
            base_model_id.to_string(),
            RepoType::Model,
            "main".to_string(),
        ));

476
        api_base_repo.get("tokenizer.json").await.ok()
477
478
479
480
481
    } else {
        None
    }
}

482
483
484
485
486
487
488
489
490
/// get tokenizer_config from the Huggingface Hub
pub async fn get_tokenizer_config(api_repo: &ApiRepo) -> Option<HubTokenizerConfig> {
    let tokenizer_config_filename = api_repo.get("tokenizer_config.json").await.ok()?;

    // Open the file in read-only mode with buffer.
    let file = File::open(tokenizer_config_filename).ok()?;
    let reader = BufReader::new(file);

    // Read the JSON contents of the file as an instance of 'HubTokenizerConfig'.
491
492
493
494
495
496
    let tokenizer_config: HubTokenizerConfig = serde_json::from_reader(reader)
        .map_err(|e| {
            tracing::warn!("Unable to parse tokenizer config: {}", e);
            e
        })
        .ok()?;
497
498
499
500

    Some(tokenizer_config)
}

501
502
#[derive(Debug, Error)]
enum RouterError {
503
504
    #[error("Argument validation error: {0}")]
    ArgumentValidation(String),
OlivierDehaene's avatar
OlivierDehaene committed
505
506
    #[error("WebServer error: {0}")]
    WebServer(#[from] server::WebServerError),
507
508
509
    #[error("Tokio runtime failed to start: {0}")]
    Tokio(#[from] std::io::Error),
}