tritonserver_rs/trace.rs
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//! Tracing utilities for debugging and profiling.
//!
//! Usage example:
//! ```
//! struct TraceH;
//! impl TraceHandler for TraceH {
//! fn trace_activity(
//! &self,
//! trace: &tritonserver_rs::trace::Trace,
//! event: Activity,
//! event_time: Duration,
//! ) {
//! log::info!(
//! "Tracing activities: Trace_id: {}, event: {event:?}, event_time_secs: {}",
//! trace.id().unwrap(),
//! event_time.as_secs()
//! );
//! if event == Activity::ComputeStart {
//! log::info!("Computations start, spawning new Trace");
//! trace.spawn_child().unwrap();
//! }
//! }
//! }
//!
//! impl TensorTraceHandler for TraceH {
//! fn trace_tensor_activity(
//! &self,
//! trace: &Trace,
//! event: Activity,
//! _tensor_data: &tritonserver_rs::Buffer,
//! tensor_shape: tritonserver_rs::message::Shape,
//! ) {
//! log::info!(
//! "Tracing Tensor Activity: Trace_id: {}, event: {event:?}, tensor name: {}",
//! trace.id().unwrap(),
//! tensor_shape.name
//! );
//! }
//! }
//!
//! /// Adds custom tracing to Inference Request.
//! fn add_trace_to_request(request: &mut Request) {
//! request.add_trace(Trace::new_with_handle(
//! Level::TIMESTAMPS | Level::TENSORS,
//! 0,
//! TraceH,
//! Some(TraceH),
//! ).unwrap());
//! }
//! ```
use core::slice;
use std::{
ffi::{c_void, CStr},
mem::{forget, transmute},
os::raw::c_char,
ptr::{null, null_mut},
sync::Arc,
time::Duration,
};
use crate::{
error::{Error, CSTR_CONVERT_ERROR_PLUG},
from_char_array,
message::Shape,
sys, to_cstring, Buffer, MemoryType,
};
bitflags::bitflags! {
/// Trace levels. The trace level controls the type of trace
/// activities that are reported for an inference request.
///
/// Trace level values can be combined to trace multiple types of activities. For example, use
/// ([Level::TIMESTAMPS] | [Level::TENSORS]) to trace both timestamps and
/// tensors for an inference request.
struct Level: u32 {
/// Tracing disabled. No trace activities are reported.
const DISABLED = sys::tritonserver_tracelevel_enum_TRITONSERVER_TRACE_LEVEL_DISABLED;
/// Deprecated. Use [Level::TIMESTAMPS].
#[deprecated]
const MIN = sys::tritonserver_tracelevel_enum_TRITONSERVER_TRACE_LEVEL_MIN;
/// Deprecated. Use [Level::TIMESTAMPS].
#[deprecated]
const MAX = sys::tritonserver_tracelevel_enum_TRITONSERVER_TRACE_LEVEL_MAX;
/// Record timestamps for the inference request.
const TIMESTAMPS = sys::tritonserver_tracelevel_enum_TRITONSERVER_TRACE_LEVEL_TIMESTAMPS;
/// Record input and output tensor values for the inference request.
const TENSORS = sys::tritonserver_tracelevel_enum_TRITONSERVER_TRACE_LEVEL_TENSORS;
}
}
impl Level {
#[allow(dead_code)]
/// Get the string representation of a trace level.
fn as_str(self) -> &'static str {
unsafe {
let ptr = sys::TRITONSERVER_InferenceTraceLevelString(self.bits());
assert!(!ptr.is_null());
CStr::from_ptr(ptr)
.to_str()
.unwrap_or(CSTR_CONVERT_ERROR_PLUG)
}
}
}
/// Enum representation of inference status.
#[derive(Debug, Copy, Clone, PartialEq, Eq, Hash)]
#[repr(u32)]
pub enum Activity {
RequestStart = sys::tritonserver_traceactivity_enum_TRITONSERVER_TRACE_REQUEST_START,
QueueStart = sys::tritonserver_traceactivity_enum_TRITONSERVER_TRACE_QUEUE_START,
ComputeStart = sys::tritonserver_traceactivity_enum_TRITONSERVER_TRACE_COMPUTE_START,
ComputeInputEnd = sys::tritonserver_traceactivity_enum_TRITONSERVER_TRACE_COMPUTE_INPUT_END,
ComputeOutputStart =
sys::tritonserver_traceactivity_enum_TRITONSERVER_TRACE_COMPUTE_OUTPUT_START,
ComputeEnd = sys::tritonserver_traceactivity_enum_TRITONSERVER_TRACE_COMPUTE_END,
RequestEnd = sys::tritonserver_traceactivity_enum_TRITONSERVER_TRACE_REQUEST_END,
TensorQueueInput = sys::tritonserver_traceactivity_enum_TRITONSERVER_TRACE_TENSOR_QUEUE_INPUT,
TensorBackendInput =
sys::tritonserver_traceactivity_enum_TRITONSERVER_TRACE_TENSOR_BACKEND_INPUT,
TensorBackendOutput =
sys::tritonserver_traceactivity_enum_TRITONSERVER_TRACE_TENSOR_BACKEND_OUTPUT,
CustomActivity = sys::tritonserver_traceactivity_enum_TRITONSERVER_TRACE_CUSTOM_ACTIVITY,
}
/// Inference event handler trait.
pub trait TraceHandler: Send + Sync + 'static {
/// This function is invoked each time the `event` occures.
///
/// `trace`: Trace object that was reported.
/// Note that child traces of constructed one also are reported with this fn.
/// Check [Trace::new_with_handle] for more info.\
/// `event`: activity that has occurred. \
/// `event_time`: time when event occured. \
/// Triton Trace APIs report timestamps using steady clock, which is a monotonic clock that ensures time always movess forward.
/// This clock is not related to wall clock time and, for example, can measure time since last reboot (aka /proc/uptime).
fn trace_activity(&self, trace: &Trace, event: Activity, event_time: Duration);
}
impl TraceHandler for () {
fn trace_activity(&self, _trace: &Trace, _event: Activity, _event_time: Duration) {}
}
/// Tensor event handler trait.
pub trait TensorTraceHandler: Send + Sync + 'static {
/// This function is invoked each time the tensor `event` occures.
///
/// `trace`: Trace object that was reported.
/// Note that child traces of constructed one also are reported with this fn.
/// Check [Trace::new_with_handle] for more info.\
/// `event`: activity that has occurred. \
/// `tensor_data`: borrowed buffer containing data of the tensor. \
/// `tensor_shape`: shape (name, data_type and dims) of the tensor.
fn trace_tensor_activity(
&self,
trace: &Trace,
event: Activity,
tensor_data: &Buffer,
tensor_shape: Shape,
);
}
impl TensorTraceHandler for () {
fn trace_tensor_activity(
&self,
_trace: &Trace,
_event: Activity,
_tensor_data: &Buffer,
_tensor_shape: Shape,
) {
}
}
/// Can be passed to [Trace::new_with_handle] if no TENSORS or TIMESTAMPS are needed.
pub const NOOP: Option<()> = None;
struct TraceCallbackItems<H: TraceHandler, T: TensorTraceHandler> {
activity_handler: Option<H>,
tensor_activity_handler: Option<T>,
}
/// Don't want to use annotations like Trace<H, T> for
/// handlers_copy: Arc<TraceCallbackItems<H,T>>, so will use Arc<dyn DynamicTypeHelper>.
///
/// If someone can teach me how to do it better, i'm all ears((.
trait DynamicTypeHelper: Send + Sync {}
impl<H: TraceHandler, T: TensorTraceHandler> DynamicTypeHelper for TraceCallbackItems<H, T> {}
/// Inference object that provides custom tracing.
///
/// Is constructed with [TraceHandler] object that is activated each time an event occures.
pub struct Trace {
pub(crate) ptr: TraceInner,
/// So callback won't be dropped if trace reports after the fn delete (inference).
handlers_copy: Arc<dyn DynamicTypeHelper>,
}
pub(crate) struct TraceInner(pub(crate) *mut sys::TRITONSERVER_InferenceTrace);
unsafe impl Send for TraceInner {}
unsafe impl Sync for TraceInner {}
impl PartialEq for Trace {
fn eq(&self, other: &Self) -> bool {
let left = match self.id() {
Ok(l) => l,
Err(err) => {
log::warn!("Error getting ID for two Traces comparison: {err}");
return false;
}
};
let right = match other.id() {
Ok(r) => r,
Err(err) => {
log::warn!("Error getting ID for two Traces comparison: {err}");
return false;
}
};
left == right
}
}
impl Eq for Trace {}
impl Trace {
/// Create a new inference trace object.
///
/// The `activity_handler` and `tensor_activity_handler` will be called to report activity
/// including [Trace::report_activity] called by this trace as well as by __every__ child traces that are spawned
/// by this one. So the [TraceHandler::trace_activity] and [TensorTraceHandler::trace_tensor_activity]
/// should check the trace object (first argument) that are passed to it
/// to determine specifically what trace was reported.
///
/// `level`: The tracing level. \
/// `parent_id`: The parent trace id for this trace.
/// A value of 0 indicates that there is not parent trace. \
/// `activity_handler`: The callback function where activity (on timeline event)
/// for the trace (and all the child traces) is reported. \
/// `tensor_activity_handler`: Optional callback function where activity (on tensor event)
/// for the trace (and all the child traces) is reported.
pub fn new_with_handle<H: TraceHandler, T: TensorTraceHandler>(
parent_id: u64,
activity_handler: Option<H>,
tensor_activity_handler: Option<T>,
) -> Result<Self, Error> {
let enable_activity = activity_handler.is_some();
let enable_tensor_activity = tensor_activity_handler.is_some();
let level = match (enable_activity, enable_tensor_activity) {
(true, true) => Level::TENSORS | Level::TIMESTAMPS,
(true, false) => Level::TIMESTAMPS,
(false, true) => Level::TENSORS,
(false, false) => Level::DISABLED,
};
let mut ptr = null_mut::<sys::TRITONSERVER_InferenceTrace>();
let handlers = Arc::new(TraceCallbackItems {
activity_handler,
tensor_activity_handler,
});
let raw_handlers = Arc::into_raw(handlers.clone()) as *mut c_void;
triton_call!(sys::TRITONSERVER_InferenceTraceTensorNew(
&mut ptr as *mut _,
level.bits(),
parent_id,
enable_activity.then_some(activity_wraper::<H, T>),
enable_tensor_activity.then_some(tensor_activity_wrapper::<H, T>),
Some(delete::<H, T>),
raw_handlers,
))?;
assert!(!ptr.is_null());
let trace = Trace {
ptr: TraceInner(ptr),
handlers_copy: handlers,
};
Ok(trace)
}
/// Report a trace activity. All the traces reported using this API will be send [Activity::CustomActivity] type.
///
/// `timestamp` The timestamp associated with the trace activity. \
/// `name` The trace activity name.
pub fn report_activity<N: AsRef<str>>(
&self,
timestamp: Duration,
activity_name: N,
) -> Result<(), Error> {
let name = to_cstring(activity_name)?;
triton_call!(sys::TRITONSERVER_InferenceTraceReportActivity(
self.ptr.0,
timestamp.as_nanos() as _,
name.as_ptr()
))
}
/// Get the id associated with the trace.
/// Every trace is assigned an id that is unique across all traces created for a Triton server.
pub fn id(&self) -> Result<u64, Error> {
let mut id: u64 = 0;
triton_call!(
sys::TRITONSERVER_InferenceTraceId(self.ptr.0, &mut id as *mut _),
id
)
}
/// Get the parent id associated with the trace. \
/// The parent id indicates a parent-child relationship between two traces.
/// A parent id value of 0 indicates that there is no parent trace.
pub fn parent_id(&self) -> Result<u64, Error> {
let mut id: u64 = 0;
triton_call!(
sys::TRITONSERVER_InferenceTraceParentId(self.ptr.0, &mut id as *mut _),
id
)
}
/// Get the name of the model associated with the trace.
pub fn model_name(&self) -> Result<String, Error> {
let mut name = null::<c_char>();
triton_call!(
sys::TRITONSERVER_InferenceTraceModelName(self.ptr.0, &mut name as *mut _),
from_char_array(name)
)
}
/// Get the version of the model associated with the trace.
pub fn model_version(&self) -> Result<i64, Error> {
let mut version: i64 = 0;
triton_call!(
sys::TRITONSERVER_InferenceTraceModelVersion(self.ptr.0, &mut version as *mut _),
version
)
}
/// Get the request id associated with a trace.
/// Returns the version of the model associated with the trace.
pub fn request_id(&self) -> Result<String, Error> {
let mut request_id = null::<c_char>();
triton_call!(
sys::TRITONSERVER_InferenceTraceRequestId(self.ptr.0, &mut request_id as *mut _),
from_char_array(request_id)
)
}
/// Returns the child trace, spawned from the parent(self) trace.
///
/// Be causious: Trace is deleting on drop, so don't forget to save it.
/// Also do not use parent and child traces for different Requests: it can lead to Seq Faults.
pub fn spawn_child(&self) -> Result<Trace, Error> {
let mut trace = null_mut();
triton_call!(
sys::TRITONSERVER_InferenceTraceSpawnChildTrace(self.ptr.0, &mut trace),
Trace {
ptr: TraceInner(trace),
handlers_copy: self.handlers_copy.clone(),
}
)
}
/// Set context to Triton Trace.
pub fn set_context(&mut self, context: String) -> Result<&mut Self, Error> {
let context = to_cstring(context)?;
triton_call!(
sys::TRITONSERVER_InferenceTraceSetContext(self.ptr.0, context.as_ptr()),
self
)
}
/// Get Triton Trace context.
pub fn context(&self) -> Result<String, Error> {
let mut context = null::<c_char>();
triton_call!(
sys::TRITONSERVER_InferenceTraceContext(self.ptr.0, &mut context as *mut _),
from_char_array(context)
)
}
}
impl Drop for TraceInner {
fn drop(&mut self) {
if !self.0.is_null() {
unsafe {
sys::TRITONSERVER_InferenceTraceDelete(self.0);
}
}
}
}
unsafe extern "C" fn delete<H: TraceHandler, T: TensorTraceHandler>(
this: *mut sys::TRITONSERVER_InferenceTrace,
userp: *mut c_void,
) {
if !userp.is_null() && !this.is_null() {
sys::TRITONSERVER_InferenceTraceDelete(this);
Arc::from_raw(userp as *const TraceCallbackItems<H, T>);
}
}
unsafe extern "C" fn activity_wraper<H: TraceHandler, T: TensorTraceHandler>(
trace: *mut sys::TRITONSERVER_InferenceTrace,
activity: sys::TRITONSERVER_InferenceTraceActivity,
timestamp_ns: u64,
userp: *mut ::std::os::raw::c_void,
) {
if !userp.is_null() {
let handle = Arc::from_raw(userp as *const TraceCallbackItems<H, T>);
let foo_trace = Trace {
ptr: TraceInner(trace),
handlers_copy: handle.clone(),
};
let activity: Activity = transmute(activity);
let timestamp = Duration::from_nanos(timestamp_ns);
if let Some(activity_handle) = handle.activity_handler.as_ref() {
activity_handle.trace_activity(&foo_trace, activity, timestamp)
};
// Drop will be in delete method.
forget(handle);
forget(foo_trace.ptr);
}
}
unsafe extern "C" fn tensor_activity_wrapper<H: TraceHandler, T: TensorTraceHandler>(
trace: *mut sys::TRITONSERVER_InferenceTrace,
activity: sys::TRITONSERVER_InferenceTraceActivity,
name: *const ::std::os::raw::c_char,
datatype: sys::TRITONSERVER_DataType,
base: *const ::std::os::raw::c_void,
byte_size: usize,
shape: *const i64,
dim_count: u64,
memory_type: sys::TRITONSERVER_MemoryType,
_memory_type_id: i64,
userp: *mut ::std::os::raw::c_void,
) {
if !userp.is_null() {
let handle = Arc::from_raw(userp as *const TraceCallbackItems<H, T>);
let foo_trace = Trace {
ptr: TraceInner(trace),
handlers_copy: handle.clone(),
};
let activity: Activity = transmute(activity);
let data_type = unsafe { transmute::<u32, crate::memory::DataType>(datatype) };
let memory_type: MemoryType = unsafe { transmute(memory_type) };
let tensor_shape = Shape {
name: from_char_array(name),
datatype: data_type,
dims: slice::from_raw_parts(shape, dim_count as _).to_vec(),
};
let tensor_data = Buffer {
ptr: base as *mut _,
len: byte_size,
data_type,
memory_type,
owned: false,
};
if let Some(tensor_activity_handler) = handle.tensor_activity_handler.as_ref() {
tensor_activity_handler.trace_tensor_activity(
&foo_trace,
activity,
&tensor_data,
tensor_shape,
)
};
forget(handle);
forget(foo_trace.ptr);
// Drop will be in delete method.
}
}