feat: event plane + count

Signed-off-by: Ryan Olson <ryanolson@users.noreply.github.com>
Co-authored-by: Ryan McCormick <rmccormick@nvidia.com>

.github/workflows/pre-merge-rust.yml

@@ -28,7 +28,7 @@ on:
     paths:
     - 'runtime/rust/**'
     - 'llm/rust/**'
-    - 'applications/llm/bin/tio/**'
+    - 'applications/llm/tio/**'
     - '**.rs'
     - 'Cargo.toml'
     - 'Cargo.lock'
@@ -68,7 +68,7 @@ jobs:
       working-directory: runtime/rust
       run: cargo check --locked
     - name: Run Cargo Check on tio
-      working-directory: applications/llm/bin/tio
+      working-directory: applications/llm/tio
       run: cargo check --locked
     - name: Verify Code Formatting
       working-directory: runtime/rust
@@ -77,7 +77,7 @@ jobs:
       working-directory: runtime/rust
       run: cargo clippy --no-deps --all-targets -- -D warnings
     - name: Run Clippy Checks on tio
-      working-directory: applications/llm/bin/tio
+      working-directory: applications/llm/tio
       run: cargo clippy --no-deps --all-targets -- -D warnings
     - name: Install and Run cargo-deny
       working-directory: runtime/rust

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applications/llm/count/Cargo.toml

+# SPDX-FileCopyrightText: Copyright (c) 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+[package]
+name = "count"
+version = "0.1.0"
+edition = "2021"
+
+[dependencies]
+# local
+triton-distributed = { path = "../../../runtime/rust" }
+triton-llm = { path = "../../../llm/rust/triton-llm" }
+
+# workspace - todo
+
+# crates.io
+serde = { version = "1", features = ["derive"] }
+serde_json = { version = "1" }
+tokio = { version = "1", features = ["full"] }
+tracing = { version = "0.1" }

applications/llm/count/src/main.rs

+// SPDX-FileCopyrightText: Copyright (c) 2024-2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+// SPDX-License-Identifier: Apache-2.0
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+//! Count is a metrics aggregator designed to operate within a namespace and collect
+//! metrics from all workers.
+//!
+//! Metrics will collect for now:
+//!
+//! - LLM Worker Load:Capacity
+//!   - These metrics will be scraped by the LLM NATS Service API's stats request
+//!   - Request Slots: [Active, Total]
+//!   - KV Cache Blocks: [Active, Total]
+
+use serde::{Deserialize, Serialize};
+
+use triton_distributed::{
+    error, logging,
+    traits::events::EventPublisher,
+    utils::{Duration, Instant},
+    DistributedRuntime, ErrorContext, Result, Runtime, Worker,
+};
+
+use tracing as log;
+
+// enum MetricTypes {
+//     LLMWorkerLoadCapacity(LLMWorkerLoadCapacityConfig),
+// }
+
+fn get_config() -> Result<LLMWorkerLoadCapacityConfig> {
+    let component_name = std::env::var("TRD_COUNT_SCRAPE_COMPONENT")?;
+    if component_name.is_empty() {
+        return Err(error!("TRD_COUNT_SCRAPE_COMPONENT is not set"));
+    }
+
+    let endpoint_name = std::env::var("TRD_COUNT_SCRAPE_ENDPOINT")?;
+    if endpoint_name.is_empty() {
+        return Err(error!("TRD_COUNT_SCRAPE_ENDPOINT is not set"));
+    }
+
+    Ok(LLMWorkerLoadCapacityConfig {
+        component_name,
+        endpoint_name,
+    })
+}
+
+// we will scrape the service_name and extract the endpoint_name metrics
+// we will bcast them as {namespace}.events.l2c.{service_name}.{endpoint_name}
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub struct LLMWorkerLoadCapacityConfig {
+    component_name: String,
+    endpoint_name: String,
+}
+
+/// LLM Worker Load Capacity Metrics
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub struct LLMWorkerLoadCapacity {
+    pub requests_active_slots: u32,
+    pub requests_total_slots: u32,
+    pub kv_blocks_active: u32,
+    pub kv_blocks_total: u32,
+}
+
+fn main() -> Result<()> {
+    logging::init();
+    let worker = Worker::from_settings()?;
+    worker.execute(app)
+}
+
+// TODO - refactor much of this back into the library
+async fn app(runtime: Runtime) -> Result<()> {
+    // we will start by assuming that there is no oscar and no planner
+    // to that end, we will use an env to get a singular config for scraping a single backend
+    let config = get_config()?;
+
+    let drt = DistributedRuntime::from_settings(runtime.clone()).await?;
+
+    // todo move to distributed and standardize and move into file/env/cli config
+    let namespace = std::env::var("TRD_NAMESPACE").unwrap_or("default".to_string());
+
+    let namespace = drt.namespace(namespace)?;
+    let component = namespace.component("count")?;
+
+    // there should only be one count
+    // check {component.etcd_path()}/instance for existing instances
+    let key = format!("{}/instance", component.etcd_path());
+    drt.etcd_client()
+        .kv_create(
+            key,
+            serde_json::to_vec_pretty(&config)?,
+            Some(drt.primary_lease().id()),
+        )
+        .await
+        .context("Unable to create unique instance of Count; possibly one already exists")?;
+
+    let target = namespace.component(&config.component_name)?;
+    let target_endpoint = target.endpoint(&config.endpoint_name);
+
+    let service_name = target.service_name();
+    let service_subject = target_endpoint.subject();
+
+    log::debug!("Scraping service {service_name} and filtering on subject {service_subject}");
+    let token = drt.primary_lease().child_token();
+
+    let address = format!("{}.{}", config.component_name, config.endpoint_name,);
+    let event_name = format!("l2c.{}", address);
+
+    loop {
+        // TODO - make this configurable
+        let next = Instant::now() + Duration::from_secs(2);
+
+        // collect stats from each backend
+        let stream = target.scrape_stats(Duration::from_secs(1)).await?;
+
+        // filter the stats by the service subject
+        let endpoints = stream
+            .into_endpoints()
+            .filter(|e| e.subject.starts_with(&service_subject))
+            .collect::<Vec<_>>();
+
+        // extract the custom data from the stats and try to decode it as LLMWorkerLoadCapacity
+        let metrics = endpoints
+            .iter()
+            .filter_map(|e| match e.data.clone() {
+                Some(metrics) => metrics.decode::<LLMWorkerLoadCapacity>().ok(),
+                None => None,
+            })
+            .collect::<Vec<_>>();
+
+        // parse the endpoint ids
+        // the ids are the last part of the subject in hexadecimal
+        // form a list of tuples (kv_blocks_total - kv_blocks_active, requests_total_slots - requests_active_slots, id)
+        // this tuple represent the remaining capacity of each endpoint
+        let capacity_with_ids = metrics
+            .iter()
+            .zip(endpoints.iter())
+            .filter_map(|(m, e)| {
+                e.id().ok().map(|id| {
+                    (
+                        m.kv_blocks_total - m.kv_blocks_active,
+                        m.requests_total_slots - m.requests_active_slots,
+                        id,
+                    )
+                })
+            })
+            .collect::<Vec<_>>();
+
+        // compute mean / std of LLMWorkerLoadCapacity
+        let load_values: Vec<f64> = metrics.iter().map(|x| x.kv_blocks_active as f64).collect();
+        let load_avg = load_values.iter().sum::<f64>() / load_values.len() as f64;
+        let variance = load_values
+            .iter()
+            .map(|&x| (x - load_avg).powi(2))
+            .sum::<f64>()
+            / load_values.len() as f64;
+        let load_std = variance.sqrt();
+
+        let processed = ProcessedEndpoints {
+            capacity_with_ids,
+            load_avg,
+            load_std,
+            address: address.clone(),
+        };
+
+        // publish using the namespace event plane
+        namespace.publish(&event_name, &processed).await?;
+
+        // wait until cancelled or the next tick
+        match tokio::time::timeout_at(next, token.cancelled()).await {
+            Ok(_) => break,
+            Err(_) => {
+                // timeout, we continue
+                continue;
+            }
+        }
+    }
+
+    Ok(())
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub struct ProcessedEndpoints {
+    /// (kv_blocks_total - kv_blocks_active, requests_total_slots - requests_active_slots, id)
+    pub capacity_with_ids: Vec<(u32, u32, i64)>,
+
+    /// kv_blocks_active average
+    pub load_avg: f64,
+
+    /// kv_blocks_active standard deviation
+    pub load_std: f64,
+
+    /// {component}.{endpoint}
+    pub address: String,
+}

applications/llm/bin/tio/Cargo.lock → applications/llm/tio/Cargo.lock

@@ -445,15 +445,16 @@ checksum = "8f68f53c83ab957f72c32642f3868eec03eb974d1fb82e453128456482613d36"
 
 [[package]]
 name = "blake3"
-version = "1.5.5"
+version = "1.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b8ee0c1824c4dea5b5f81736aff91bae041d2c07ee1192bec91054e10e3e601e"
+checksum = "1230237285e3e10cde447185e8975408ae24deaa67205ce684805c25bc0c7937"
 dependencies = [
  "arrayref",
  "arrayvec",
  "cc",
  "cfg-if 1.0.0",
  "constant_time_eq",
+ "memmap2",
 ]
 
 [[package]]
@@ -626,9 +627,9 @@ dependencies = [
 
 [[package]]
 name = "cc"
-version = "1.2.13"
+version = "1.2.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c7777341816418c02e033934a09f20dc0ccaf65a5201ef8a450ae0105a573fda"
+checksum = "0c3d1b2e905a3a7b00a6141adb0e4c0bb941d11caf55349d863942a1cc44e3c9"
 dependencies = [
  "jobserver",
  "libc",
@@ -694,9 +695,9 @@ dependencies = [
 
 [[package]]
 name = "clap"
-version = "4.5.29"
+version = "4.5.30"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8acebd8ad879283633b343856142139f2da2317c96b05b4dd6181c61e2480184"
+checksum = "92b7b18d71fad5313a1e320fa9897994228ce274b60faa4d694fe0ea89cd9e6d"
 dependencies = [
  "clap_builder",
  "clap_derive",
@@ -704,9 +705,9 @@ dependencies = [
 
 [[package]]
 name = "clap_builder"
-version = "4.5.29"
+version = "4.5.30"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f6ba32cbda51c7e1dfd49acc1457ba1a7dec5b64fe360e828acb13ca8dc9c2f9"
+checksum = "a35db2071778a7344791a4fb4f95308b5673d219dee3ae348b86642574ecc90c"
 dependencies = [
  "anstream",
  "anstyle",
@@ -945,9 +946,9 @@ dependencies = [
 
 [[package]]
 name = "cudarc"
-version = "0.13.4"
+version = "0.13.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3b68d7c284d40d96a4251330ab583c2718b412f4fc53239d295b3a1f8735f426"
+checksum = "cf16a4eaf3c5c36c9a7e4096bf8611cd963aa71d6b67162d538d7ea13befeeea"
 dependencies = [
  "half",
  "libloading",
@@ -1349,9 +1350,9 @@ dependencies = [
 
 [[package]]
 name = "equivalent"
-version = "1.0.1"
+version = "1.0.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5443807d6dff69373d433ab9ef5378ad8df50ca6298caf15de6e52e24aaf54d5"
+checksum = "877a4ace8713b0bcf2a4e7eec82529c029f1d0619886d18145fea96c3ffe5c0f"
 
 [[package]]
 name = "errno"
@@ -1828,9 +1829,9 @@ checksum = "a8d1add55171497b4705a648c6b583acafb01d58050a51727785f0b2c8e0a2b2"
 
 [[package]]
 name = "h2"
-version = "0.4.7"
+version = "0.4.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ccae279728d634d083c00f6099cb58f01cc99c145b84b8be2f6c74618d79922e"
+checksum = "5017294ff4bb30944501348f6f8e42e6ad28f42c8bbef7a74029aff064a4e3c2"
 dependencies = [
  "atomic-waker",
  "bytes",
@@ -2787,7 +2788,7 @@ dependencies = [
  "tqdm",
  "tracing",
  "tracing-subscriber",
- "uuid 1.13.1",
+ "uuid 1.13.2",
  "variantly",
  "vob",
 ]
@@ -3212,9 +3213,9 @@ dependencies = [
 
 [[package]]
 name = "openssl"
-version = "0.10.70"
+version = "0.10.71"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "61cfb4e166a8bb8c9b55c500bc2308550148ece889be90f609377e58140f42c6"
+checksum = "5e14130c6a98cd258fdcb0fb6d744152343ff729cbfcb28c656a9d12b999fbcd"
 dependencies = [
  "bitflags 2.8.0",
  "cfg-if 1.0.0",
@@ -3244,9 +3245,9 @@ checksum = "d05e27ee213611ffe7d6348b942e8f942b37114c00cc03cec254295a4a17852e"
 
 [[package]]
 name = "openssl-sys"
-version = "0.9.105"
+version = "0.9.106"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8b22d5b84be05a8d6947c7cb71f7c849aa0f112acd4bf51c2a7c1c988ac0a9dc"
+checksum = "8bb61ea9811cc39e3c2069f40b8b8e2e70d8569b361f879786cc7ed48b777cdd"
 dependencies = [
  "cc",
  "libc",
@@ -3856,15 +3857,14 @@ dependencies = [
 
 [[package]]
 name = "ring"
-version = "0.17.8"
+version = "0.17.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c17fa4cb658e3583423e915b9f3acc01cceaee1860e33d59ebae66adc3a2dc0d"
+checksum = "e75ec5e92c4d8aede845126adc388046234541629e76029599ed35a003c7ed24"
 dependencies = [
  "cc",
  "cfg-if 1.0.0",
  "getrandom 0.2.15",
  "libc",
- "spin",
  "untrusted",
  "windows-sys 0.52.0",
 ]
@@ -4323,9 +4323,9 @@ dependencies = [
 
 [[package]]
 name = "smallvec"
-version = "1.13.2"
+version = "1.14.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3c5e1a9a646d36c3599cd173a41282daf47c44583ad367b8e6837255952e5c67"
+checksum = "7fcf8323ef1faaee30a44a340193b1ac6814fd9b7b4e88e9d4519a3e4abe1cfd"
 
 [[package]]
 name = "socket2"
@@ -4360,12 +4360,6 @@ dependencies = [
  "vob",
 ]
 
-[[package]]
-name = "spin"
-version = "0.9.8"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6980e8d7511241f8acf4aebddbb1ff938df5eebe98691418c4468d0b72a96a67"
-
 [[package]]
 name = "spki"
 version = "0.7.3"
@@ -4547,9 +4541,9 @@ checksum = "61c41af27dd6d1e27b1b16b489db798443478cef1f06a660c96db617ba5de3b1"
 
 [[package]]
 name = "tempfile"
-version = "3.16.0"
+version = "3.17.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "38c246215d7d24f48ae091a2902398798e05d978b24315d6efbc00ede9a8bb91"
+checksum = "22e5a0acb1f3f55f65cc4a866c361b2fb2a0ff6366785ae6fbb5f85df07ba230"
 dependencies = [
  "cfg-if 1.0.0",
  "fastrand",
@@ -5113,7 +5107,7 @@ dependencies = [
  "tokio-util",
  "tracing",
  "tracing-subscriber",
- "uuid 1.13.1",
+ "uuid 1.13.2",
  "validator",
  "xxhash-rust",
 ]
@@ -5145,7 +5139,7 @@ dependencies = [
  "tracing",
  "triton-distributed",
  "unicode-segmentation",
- "uuid 1.13.1",
+ "uuid 1.13.2",
  "validator",
  "xxhash-rust",
 ]
@@ -5169,9 +5163,9 @@ dependencies = [
 
 [[package]]
 name = "typenum"
-version = "1.17.0"
+version = "1.18.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "42ff0bf0c66b8238c6f3b578df37d0b7848e55df8577b3f74f92a69acceeb825"
+checksum = "1dccffe3ce07af9386bfd29e80c0ab1a8205a2fc34e4bcd40364df902cfa8f3f"
 
 [[package]]
 name = "uncased"
@@ -5293,9 +5287,9 @@ dependencies = [
 
 [[package]]
 name = "uuid"
-version = "1.13.1"
+version = "1.13.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ced87ca4be083373936a67f8de945faa23b6b42384bd5b64434850802c6dccd0"
+checksum = "8c1f41ffb7cf259f1ecc2876861a17e7142e63ead296f671f81f6ae85903e0d6"
 dependencies = [
  "getrandom 0.3.1",
  "serde",

applications/llm/bin/tio/Cargo.toml → applications/llm/tio/Cargo.toml

@@ -42,5 +42,5 @@ tokio = { version = "1", features = ["full"] }
 tokio-util = { version = "0.7", features = ["codec", "net"] }
 tracing = { version = "0.1" }
 tracing-subscriber = { version = "0.3", features = ["env-filter", "local-time", "json"] }
-triton-distributed = { path = "../../../../runtime/rust" }
-triton-llm = { path = "../../../../llm/rust/triton-llm" }
+triton-distributed = { path = "../../../runtime/rust" }
+triton-llm = { path = "../../../llm/rust/triton-llm" }

examples/rust/Cargo.lock

@@ -2470,6 +2470,15 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "service_metrics"
+version = "0.2.0"
+dependencies = [
+ "futures",
+ "tokio",
+ "triton-distributed",
+]
+
 [[package]]
 name = "sha2"
 version = "0.10.8"

examples/rust/Cargo.toml

@@ -18,6 +18,7 @@ members = [
     "hello_world",
     "http",
     "llmctl",
+    "service_metrics",
 ]
 resolver = "2"
 

examples/rust/service_metrics/Cargo.toml

+# SPDX-FileCopyrightText: Copyright (c) 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+[package]
+name = "service_metrics"
+version.workspace = true
+edition.workspace = true
+authors.workspace = true
+license.workspace = true
+homepage.workspace = true
+repository.workspace = true
+
+[dependencies]
+triton-distributed = { workspace = true }
+
+# third-party
+futures = { workspace = true }
+tokio = { workspace = true }

examples/rust/service_metrics/README.md

+# Service Metrics
+
+This example extends the hello_world example by calling the `scrape_service` method
+with the service name for the request response the client just issued a request.
+
+The client can now observe some basic statistics about each instance of the service
+begin hosted.
+
+If you start two copies of the server, you will see two entries being emitted.
+
+## Example Output
+```
+Annotated { data: Some("h"), id: None, event: None, comment: None }
+Annotated { data: Some("e"), id: None, event: None, comment: None }
+Annotated { data: Some("l"), id: None, event: None, comment: None }
+Annotated { data: Some("l"), id: None, event: None, comment: None }
+Annotated { data: Some("o"), id: None, event: None, comment: None }
+Annotated { data: Some(" "), id: None, event: None, comment: None }
+Annotated { data: Some("w"), id: None, event: None, comment: None }
+Annotated { data: Some("o"), id: None, event: None, comment: None }
+Annotated { data: Some("r"), id: None, event: None, comment: None }
+Annotated { data: Some("l"), id: None, event: None, comment: None }
+Annotated { data: Some("d"), id: None, event: None, comment: None }
+ServiceSet { services: [ServiceInfo { name: "triton_init_backend_720278f8", id: "j6n37goJog3df2PMkQK1Ry", version: "0.0.1", started: "2025-02-18T20:51:01.40830026Z", endpoints: [EndpointInfo { name: "triton_init_backend_720278f8-generate-694d94fc30dbb562", subject: "triton_init_backend_720278f8.generate-694d94fc30dbb562", data: Some(Metrics(Object {"average_processing_time": Number(67387), "last_error": String(""), "num_errors": Number(0), "num_requests": Number(1), "processing_time": Number(67387), "queue_group": String("q")})) }] }] }
+```