onnxruntime/environment.rs
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
//! Module containing environment types
use std::{
ffi::CString,
sync::{atomic::AtomicPtr, Arc, Mutex},
};
use lazy_static::lazy_static;
use tracing::{debug, warn};
use onnxruntime_sys as sys;
use crate::{
error::{status_to_result, OrtError, Result},
g_ort,
onnxruntime::custom_logger,
session::SessionBuilder,
LoggingLevel,
};
lazy_static! {
static ref G_ENV: Arc<Mutex<EnvironmentSingleton>> =
Arc::new(Mutex::new(EnvironmentSingleton {
name: String::from("uninitialized"),
env_ptr: AtomicPtr::new(std::ptr::null_mut()),
}));
}
#[derive(Debug)]
struct EnvironmentSingleton {
name: String,
env_ptr: AtomicPtr<sys::OrtEnv>,
}
/// An [`Environment`](session/struct.Environment.html) is the main entry point of the ONNX Runtime.
///
/// Only one ONNX environment can be created per process. The `onnxruntime` crate
/// uses a singleton (through `lazy_static!()`) to enforce this.
///
/// Once an environment is created, a [`Session`](../session/struct.Session.html)
/// can be obtained from it.
///
/// **NOTE**: While the [`Environment`](environment/struct.Environment.html) constructor takes a `name` parameter
/// to name the environment, only the first name will be considered if many environments
/// are created.
///
/// # Example
///
/// ```no_run
/// # use std::error::Error;
/// # use onnxruntime::{environment::Environment, LoggingLevel};
/// # fn main() -> Result<(), Box<dyn Error>> {
/// let environment = Environment::builder()
/// .with_name("test")
/// .with_log_level(LoggingLevel::Verbose)
/// .build()?;
/// # Ok(())
/// # }
/// ```
#[derive(Debug, Clone)]
pub struct Environment {
env: Arc<Mutex<EnvironmentSingleton>>,
}
impl Environment {
/// Create a new environment builder using default values
/// (name: `default`, log level: [LoggingLevel::Warning](../enum.LoggingLevel.html#variant.Warning))
pub fn builder() -> EnvBuilder {
EnvBuilder {
name: "default".into(),
log_level: LoggingLevel::Warning,
}
}
/// Return the name of the current environment
pub fn name(&self) -> String {
self.env.lock().unwrap().name.to_string()
}
pub(crate) fn env_ptr(&self) -> *const sys::OrtEnv {
*self.env.lock().unwrap().env_ptr.get_mut()
}
#[tracing::instrument]
fn new(name: String, log_level: LoggingLevel) -> Result<Environment> {
// NOTE: Because 'G_ENV' is a lazy_static, locking it will, initially, create
// a new Arc<Mutex<EnvironmentSingleton>> with a strong count of 1.
// Cloning it to embed it inside the 'Environment' to return
// will thus increase the strong count to 2.
let mut environment_guard = G_ENV
.lock()
.expect("Failed to acquire lock: another thread panicked?");
let g_env_ptr = environment_guard.env_ptr.get_mut();
if g_env_ptr.is_null() {
debug!("Environment not yet initialized, creating a new one.");
let mut env_ptr: *mut sys::OrtEnv = std::ptr::null_mut();
let logging_function: sys::OrtLoggingFunction = Some(custom_logger);
// FIXME: What should go here?
let logger_param: *mut std::ffi::c_void = std::ptr::null_mut();
let cname = CString::new(name.clone()).unwrap();
let create_env_with_custom_logger = g_ort().CreateEnvWithCustomLogger.unwrap();
let status = {
unsafe {
create_env_with_custom_logger(
logging_function,
logger_param,
log_level.into(),
cname.as_ptr(),
&mut env_ptr,
)
}
};
status_to_result(status).map_err(OrtError::Environment)?;
debug!(
env_ptr = format!("{:?}", env_ptr).as_str(),
"Environment created."
);
*g_env_ptr = env_ptr;
environment_guard.name = name;
// NOTE: Cloning the lazy_static 'G_ENV' will increase its strong count by one.
// If this 'Environment' is the only one in the process, the strong count
// will be 2:
// * one lazy_static 'G_ENV'
// * one inside the 'Environment' returned
Ok(Environment { env: G_ENV.clone() })
} else {
warn!(
name = environment_guard.name.as_str(),
env_ptr = format!("{:?}", environment_guard.env_ptr).as_str(),
"Environment already initialized, reusing it.",
);
// NOTE: Cloning the lazy_static 'G_ENV' will increase its strong count by one.
// If this 'Environment' is the only one in the process, the strong count
// will be 2:
// * one lazy_static 'G_ENV'
// * one inside the 'Environment' returned
Ok(Environment { env: G_ENV.clone() })
}
}
/// Create a new [`SessionBuilder`](../session/struct.SessionBuilder.html)
/// used to create a new ONNX session.
pub fn new_session_builder(&self) -> Result<SessionBuilder> {
SessionBuilder::new(self)
}
}
impl Drop for Environment {
#[tracing::instrument]
fn drop(&mut self) {
debug!(
global_arc_count = Arc::strong_count(&G_ENV),
"Dropping the Environment.",
);
let mut environment_guard = self
.env
.lock()
.expect("Failed to acquire lock: another thread panicked?");
// NOTE: If we drop an 'Environment' we (obviously) have _at least_
// one 'G_ENV' strong count (the one in the 'env' member).
// There is also the "original" 'G_ENV' which is a the lazy_static global.
// If there is no other environment, the strong count should be two and we
// can properly free the sys::OrtEnv pointer.
if Arc::strong_count(&G_ENV) == 2 {
let release_env = g_ort().ReleaseEnv.unwrap();
let env_ptr: *mut sys::OrtEnv = *environment_guard.env_ptr.get_mut();
debug!(
global_arc_count = Arc::strong_count(&G_ENV),
"Releasing the Environment.",
);
assert_ne!(env_ptr, std::ptr::null_mut());
unsafe { release_env(env_ptr) };
environment_guard.env_ptr = AtomicPtr::new(std::ptr::null_mut());
environment_guard.name = String::from("uninitialized");
}
}
}
/// Struct used to build an environment [`Environment`](environment/struct.Environment.html)
///
/// This is the crate's main entry point. An environment _must_ be created
/// as the first step. An [`Environment`](environment/struct.Environment.html) can only be built
/// using `EnvBuilder` to configure it.
///
/// **NOTE**: If the same configuration method (for example [`with_name()`](struct.EnvBuilder.html#method.with_name))
/// is called multiple times, the last value will have precedence.
pub struct EnvBuilder {
name: String,
log_level: LoggingLevel,
}
impl EnvBuilder {
/// Configure the environment with a given name
///
/// **NOTE**: Since ONNX can only define one environment per process,
/// creating multiple environments using multiple `EnvBuilder` will
/// end up re-using the same environment internally; a new one will _not_
/// be created. New parameters will be ignored.
pub fn with_name<S>(mut self, name: S) -> EnvBuilder
where
S: Into<String>,
{
self.name = name.into();
self
}
/// Configure the environment with a given log level
///
/// **NOTE**: Since ONNX can only define one environment per process,
/// creating multiple environments using multiple `EnvBuilder` will
/// end up re-using the same environment internally; a new one will _not_
/// be created. New parameters will be ignored.
pub fn with_log_level(mut self, log_level: LoggingLevel) -> EnvBuilder {
self.log_level = log_level;
self
}
/// Commit the configuration to a new [`Environment`](environment/struct.Environment.html)
pub fn build(self) -> Result<Environment> {
Environment::new(self.name, self.log_level)
}
}
#[cfg(test)]
mod tests {
use super::*;
use std::sync::{RwLock, RwLockWriteGuard};
use test_env_log::test;
impl G_ENV {
fn is_initialized(&self) -> bool {
Arc::strong_count(self) >= 2
}
// fn name(&self) -> String {
// *self.lock().unwrap().name.clone()
// }
fn env_ptr(&self) -> *const sys::OrtEnv {
*self.lock().unwrap().env_ptr.get_mut()
}
}
struct ConcurrentTestRun {
lock: Arc<RwLock<()>>,
}
lazy_static! {
static ref CONCURRENT_TEST_RUN: ConcurrentTestRun = ConcurrentTestRun {
lock: Arc::new(RwLock::new(()))
};
}
impl CONCURRENT_TEST_RUN {
// fn run(&self) -> std::sync::RwLockReadGuard<()> {
// self.lock.read().unwrap()
// }
fn single_test_run(&self) -> RwLockWriteGuard<()> {
self.lock.write().unwrap()
}
}
#[test]
fn env_is_initialized() {
let _run_lock = CONCURRENT_TEST_RUN.single_test_run();
assert!(!G_ENV.is_initialized());
assert_eq!(G_ENV.env_ptr(), std::ptr::null_mut());
let env = Environment::builder()
.with_name("env_is_initialized")
.with_log_level(LoggingLevel::Warning)
.build()
.unwrap();
assert!(G_ENV.is_initialized());
assert_ne!(G_ENV.env_ptr(), std::ptr::null_mut());
std::mem::drop(env);
assert!(!G_ENV.is_initialized());
assert_eq!(G_ENV.env_ptr(), std::ptr::null_mut());
}
#[ignore]
#[test]
fn sequential_environment_creation() {
let _concurrent_run_lock_guard = CONCURRENT_TEST_RUN.single_test_run();
let mut prev_env_ptr = G_ENV.env_ptr();
for i in 0..10 {
let name = format!("sequential_environment_creation: {}", i);
let env = Environment::builder()
.with_name(name.clone())
.with_log_level(LoggingLevel::Warning)
.build()
.unwrap();
let next_env_ptr = G_ENV.env_ptr();
assert_ne!(next_env_ptr, prev_env_ptr);
prev_env_ptr = next_env_ptr;
assert_eq!(env.name(), name);
}
}
#[test]
fn concurrent_environment_creations() {
let _concurrent_run_lock_guard = CONCURRENT_TEST_RUN.single_test_run();
let initial_name = String::from("concurrent_environment_creation");
let main_env = Environment::new(initial_name.clone(), LoggingLevel::Warning).unwrap();
let main_env_ptr = main_env.env_ptr() as usize;
let children: Vec<_> = (0..10)
.map(|t| {
let initial_name_cloned = initial_name.clone();
std::thread::spawn(move || {
let name = format!("concurrent_environment_creation: {}", t);
let env = Environment::builder()
.with_name(name)
.with_log_level(LoggingLevel::Warning)
.build()
.unwrap();
assert_eq!(env.name(), initial_name_cloned);
assert_eq!(env.env_ptr() as usize, main_env_ptr);
})
})
.collect();
assert_eq!(main_env.name(), initial_name);
assert_eq!(main_env.env_ptr() as usize, main_env_ptr);
let res: Vec<std::thread::Result<_>> =
children.into_iter().map(|child| child.join()).collect();
assert!(res.into_iter().all(|r| std::result::Result::is_ok(&r)));
}
}