commit 470c8f348c0ce2656705441dd9fd8f3bb29dd19b
parent 317de2fd89f010170ce29ad4daf6109245bb44c8
Author: Damian Myrda <damian@prime8.dev>
Date: Wed, 18 Feb 2026 14:25:47 -0600
refactor(service): modernize service implementation
- Update dependencies (safetensors 0.4.5, axum)
- Remove lazy_static dependency
- Improve model, queue, and tensor handling
- Update Cargo.lock
Diffstat:
6 files changed, 767 insertions(+), 501 deletions(-)
diff --git a/service/Cargo.lock b/service/Cargo.lock
@@ -1,21 +1,12 @@
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# It is not intended for manual editing.
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+version = 4
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@@ -30,18 +21,18 @@ dependencies = [
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"http",
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@@ -131,12 +118,11 @@ dependencies = [
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"percent-encoding",
"pin-project-lite",
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+ "serde_core",
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"mime",
"pin-project-lite",
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- "sync_wrapper 0.1.2",
+ "sync_wrapper",
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- "tinyvec",
-]
+checksum = "e6e4313cd5fcd3dad5cafa179702e2b244f760991f45397d14d4ebf38247da75"
[[package]]
name = "untrusted"
@@ -1533,9 +1606,9 @@ checksum = "8ecb6da28b8a351d773b68d5825ac39017e680750f980f3a1a85cd8dd28a47c1"
[[package]]
name = "ureq"
-version = "2.10.1"
+version = "2.12.1"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b74fc6b57825be3373f7054754755f03ac3a8f5d70015ccad699ba2029956f4a"
+checksum = "02d1a66277ed75f640d608235660df48c8e3c19f3b4edb6a263315626cc3c01d"
dependencies = [
"base64",
"flate2",
@@ -1546,21 +1619,28 @@ dependencies = [
"serde",
"serde_json",
"url",
- "webpki-roots",
+ "webpki-roots 0.26.11",
]
[[package]]
name = "url"
-version = "2.5.2"
+version = "2.5.8"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "22784dbdf76fdde8af1aeda5622b546b422b6fc585325248a2bf9f5e41e94d6c"
+checksum = "ff67a8a4397373c3ef660812acab3268222035010ab8680ec4215f38ba3d0eed"
dependencies = [
"form_urlencoded",
"idna",
"percent-encoding",
+ "serde",
]
[[package]]
+name = "utf8_iter"
+version = "1.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b6c140620e7ffbb22c2dee59cafe6084a59b5ffc27a8859a5f0d494b5d52b6be"
+
+[[package]]
name = "utf8parse"
version = "0.2.2"
source = "registry+https://github.com/rust-lang/crates.io-index"
@@ -1574,29 +1654,44 @@ checksum = "0b928f33d975fc6ad9f86c8f283853ad26bdd5b10b7f1542aa2fa15e2289105a"
[[package]]
name = "wasi"
-version = "0.11.0+wasi-snapshot-preview1"
+version = "0.11.1+wasi-snapshot-preview1"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9c8d87e72b64a3b4db28d11ce29237c246188f4f51057d65a7eab63b7987e423"
+checksum = "ccf3ec651a847eb01de73ccad15eb7d99f80485de043efb2f370cd654f4ea44b"
+
+[[package]]
+name = "wasip2"
+version = "1.0.2+wasi-0.2.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9517f9239f02c069db75e65f174b3da828fe5f5b945c4dd26bd25d89c03ebcf5"
+dependencies = [
+ "wit-bindgen",
+]
[[package]]
name = "webpki-roots"
-version = "0.26.3"
+version = "0.26.11"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bd7c23921eeb1713a4e851530e9b9756e4fb0e89978582942612524cf09f01cd"
+checksum = "521bc38abb08001b01866da9f51eb7c5d647a19260e00054a8c7fd5f9e57f7a9"
dependencies = [
- "rustls-pki-types",
+ "webpki-roots 1.0.6",
]
[[package]]
-name = "windows-sys"
-version = "0.48.0"
+name = "webpki-roots"
+version = "1.0.6"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "677d2418bec65e3338edb076e806bc1ec15693c5d0104683f2efe857f61056a9"
+checksum = "22cfaf3c063993ff62e73cb4311efde4db1efb31ab78a3e5c457939ad5cc0bed"
dependencies = [
- "windows-targets 0.48.5",
+ "rustls-pki-types",
]
[[package]]
+name = "windows-link"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f0805222e57f7521d6a62e36fa9163bc891acd422f971defe97d64e70d0a4fe5"
+
+[[package]]
name = "windows-sys"
version = "0.52.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
@@ -1606,18 +1701,30 @@ dependencies = [
]
[[package]]
-name = "windows-targets"
-version = "0.48.5"
+name = "windows-sys"
+version = "0.59.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1e38bc4d79ed67fd075bcc251a1c39b32a1776bbe92e5bef1f0bf1f8c531853b"
+dependencies = [
+ "windows-targets 0.52.6",
+]
+
+[[package]]
+name = "windows-sys"
+version = "0.60.2"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9a2fa6e2155d7247be68c096456083145c183cbbbc2764150dda45a87197940c"
+checksum = "f2f500e4d28234f72040990ec9d39e3a6b950f9f22d3dba18416c35882612bcb"
dependencies = [
- "windows_aarch64_gnullvm 0.48.5",
- "windows_aarch64_msvc 0.48.5",
- "windows_i686_gnu 0.48.5",
- "windows_i686_msvc 0.48.5",
- "windows_x86_64_gnu 0.48.5",
- "windows_x86_64_gnullvm 0.48.5",
- "windows_x86_64_msvc 0.48.5",
+ "windows-targets 0.53.5",
+]
+
+[[package]]
+name = "windows-sys"
+version = "0.61.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ae137229bcbd6cdf0f7b80a31df61766145077ddf49416a728b02cb3921ff3fc"
+dependencies = [
+ "windows-link",
]
[[package]]
@@ -1629,7 +1736,7 @@ dependencies = [
"windows_aarch64_gnullvm 0.52.6",
"windows_aarch64_msvc 0.52.6",
"windows_i686_gnu 0.52.6",
- "windows_i686_gnullvm",
+ "windows_i686_gnullvm 0.52.6",
"windows_i686_msvc 0.52.6",
"windows_x86_64_gnu 0.52.6",
"windows_x86_64_gnullvm 0.52.6",
@@ -1637,10 +1744,21 @@ dependencies = [
]
[[package]]
-name = "windows_aarch64_gnullvm"
-version = "0.48.5"
+name = "windows-targets"
+version = "0.53.5"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2b38e32f0abccf9987a4e3079dfb67dcd799fb61361e53e2882c3cbaf0d905d8"
+checksum = "4945f9f551b88e0d65f3db0bc25c33b8acea4d9e41163edf90dcd0b19f9069f3"
+dependencies = [
+ "windows-link",
+ "windows_aarch64_gnullvm 0.53.1",
+ "windows_aarch64_msvc 0.53.1",
+ "windows_i686_gnu 0.53.1",
+ "windows_i686_gnullvm 0.53.1",
+ "windows_i686_msvc 0.53.1",
+ "windows_x86_64_gnu 0.53.1",
+ "windows_x86_64_gnullvm 0.53.1",
+ "windows_x86_64_msvc 0.53.1",
+]
[[package]]
name = "windows_aarch64_gnullvm"
@@ -1649,10 +1767,10 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "32a4622180e7a0ec044bb555404c800bc9fd9ec262ec147edd5989ccd0c02cd3"
[[package]]
-name = "windows_aarch64_msvc"
-version = "0.48.5"
+name = "windows_aarch64_gnullvm"
+version = "0.53.1"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dc35310971f3b2dbbf3f0690a219f40e2d9afcf64f9ab7cc1be722937c26b4bc"
+checksum = "a9d8416fa8b42f5c947f8482c43e7d89e73a173cead56d044f6a56104a6d1b53"
[[package]]
name = "windows_aarch64_msvc"
@@ -1661,10 +1779,10 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "09ec2a7bb152e2252b53fa7803150007879548bc709c039df7627cabbd05d469"
[[package]]
-name = "windows_i686_gnu"
-version = "0.48.5"
+name = "windows_aarch64_msvc"
+version = "0.53.1"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a75915e7def60c94dcef72200b9a8e58e5091744960da64ec734a6c6e9b3743e"
+checksum = "b9d782e804c2f632e395708e99a94275910eb9100b2114651e04744e9b125006"
[[package]]
name = "windows_i686_gnu"
@@ -1673,16 +1791,22 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "8e9b5ad5ab802e97eb8e295ac6720e509ee4c243f69d781394014ebfe8bbfa0b"
[[package]]
+name = "windows_i686_gnu"
+version = "0.53.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "960e6da069d81e09becb0ca57a65220ddff016ff2d6af6a223cf372a506593a3"
+
+[[package]]
name = "windows_i686_gnullvm"
version = "0.52.6"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "0eee52d38c090b3caa76c563b86c3a4bd71ef1a819287c19d586d7334ae8ed66"
[[package]]
-name = "windows_i686_msvc"
-version = "0.48.5"
+name = "windows_i686_gnullvm"
+version = "0.53.1"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8f55c233f70c4b27f66c523580f78f1004e8b5a8b659e05a4eb49d4166cca406"
+checksum = "fa7359d10048f68ab8b09fa71c3daccfb0e9b559aed648a8f95469c27057180c"
[[package]]
name = "windows_i686_msvc"
@@ -1691,10 +1815,10 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "240948bc05c5e7c6dabba28bf89d89ffce3e303022809e73deaefe4f6ec56c66"
[[package]]
-name = "windows_x86_64_gnu"
-version = "0.48.5"
+name = "windows_i686_msvc"
+version = "0.53.1"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "53d40abd2583d23e4718fddf1ebec84dbff8381c07cae67ff7768bbf19c6718e"
+checksum = "1e7ac75179f18232fe9c285163565a57ef8d3c89254a30685b57d83a38d326c2"
[[package]]
name = "windows_x86_64_gnu"
@@ -1703,10 +1827,10 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "147a5c80aabfbf0c7d901cb5895d1de30ef2907eb21fbbab29ca94c5b08b1a78"
[[package]]
-name = "windows_x86_64_gnullvm"
-version = "0.48.5"
+name = "windows_x86_64_gnu"
+version = "0.53.1"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0b7b52767868a23d5bab768e390dc5f5c55825b6d30b86c844ff2dc7414044cc"
+checksum = "9c3842cdd74a865a8066ab39c8a7a473c0778a3f29370b5fd6b4b9aa7df4a499"
[[package]]
name = "windows_x86_64_gnullvm"
@@ -1715,10 +1839,10 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "24d5b23dc417412679681396f2b49f3de8c1473deb516bd34410872eff51ed0d"
[[package]]
-name = "windows_x86_64_msvc"
-version = "0.48.5"
+name = "windows_x86_64_gnullvm"
+version = "0.53.1"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ed94fce61571a4006852b7389a063ab983c02eb1bb37b47f8272ce92d06d9538"
+checksum = "0ffa179e2d07eee8ad8f57493436566c7cc30ac536a3379fdf008f47f6bb7ae1"
[[package]]
name = "windows_x86_64_msvc"
@@ -1727,31 +1851,125 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "589f6da84c646204747d1270a2a5661ea66ed1cced2631d546fdfb155959f9ec"
[[package]]
+name = "windows_x86_64_msvc"
+version = "0.53.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d6bbff5f0aada427a1e5a6da5f1f98158182f26556f345ac9e04d36d0ebed650"
+
+[[package]]
+name = "wit-bindgen"
+version = "0.51.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d7249219f66ced02969388cf2bb044a09756a083d0fab1e566056b04d9fbcaa5"
+
+[[package]]
+name = "writeable"
+version = "0.6.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9edde0db4769d2dc68579893f2306b26c6ecfbe0ef499b013d731b7b9247e0b9"
+
+[[package]]
+name = "yoke"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "72d6e5c6afb84d73944e5cedb052c4680d5657337201555f9f2a16b7406d4954"
+dependencies = [
+ "stable_deref_trait",
+ "yoke-derive",
+ "zerofrom",
+]
+
+[[package]]
+name = "yoke-derive"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b659052874eb698efe5b9e8cf382204678a0086ebf46982b79d6ca3182927e5d"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+ "synstructure",
+]
+
+[[package]]
name = "zerocopy"
-version = "0.7.35"
+version = "0.8.39"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1b9b4fd18abc82b8136838da5d50bae7bdea537c574d8dc1a34ed098d6c166f0"
+checksum = "db6d35d663eadb6c932438e763b262fe1a70987f9ae936e60158176d710cae4a"
dependencies = [
- "byteorder",
"zerocopy-derive",
]
[[package]]
name = "zerocopy-derive"
-version = "0.7.35"
+version = "0.8.39"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4122cd3169e94605190e77839c9a40d40ed048d305bfdc146e7df40ab0f3e517"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
+[[package]]
+name = "zerofrom"
+version = "0.1.6"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fa4f8080344d4671fb4e831a13ad1e68092748387dfc4f55e356242fae12ce3e"
+checksum = "50cc42e0333e05660c3587f3bf9d0478688e15d870fab3346451ce7f8c9fbea5"
+dependencies = [
+ "zerofrom-derive",
+]
+
+[[package]]
+name = "zerofrom-derive"
+version = "0.1.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
dependencies = [
"proc-macro2",
"quote",
"syn",
+ "synstructure",
]
[[package]]
name = "zeroize"
-version = "1.8.1"
+version = "1.8.2"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ced3678a2879b30306d323f4542626697a464a97c0a07c9aebf7ebca65cd4dde"
+checksum = "b97154e67e32c85465826e8bcc1c59429aaaf107c1e4a9e53c8d8ccd5eff88d0"
+
+[[package]]
+name = "zerotrie"
+version = "0.2.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2a59c17a5562d507e4b54960e8569ebee33bee890c70aa3fe7b97e85a9fd7851"
+dependencies = [
+ "displaydoc",
+ "yoke",
+ "zerofrom",
+]
+
+[[package]]
+name = "zerovec"
+version = "0.11.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6c28719294829477f525be0186d13efa9a3c602f7ec202ca9e353d310fb9a002"
+dependencies = [
+ "yoke",
+ "zerofrom",
+ "zerovec-derive",
+]
+
+[[package]]
+name = "zerovec-derive"
+version = "0.11.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+]
[[package]]
name = "zip"
@@ -1774,6 +1992,12 @@ dependencies = [
]
[[package]]
+name = "zmij"
+version = "1.0.21"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b8848ee67ecc8aedbaf3e4122217aff892639231befc6a1b58d29fff4c2cabaa"
+
+[[package]]
name = "zstd"
version = "0.11.2+zstd.1.5.2"
source = "registry+https://github.com/rust-lang/crates.io-index"
@@ -1794,9 +2018,9 @@ dependencies = [
[[package]]
name = "zstd-sys"
-version = "2.0.13+zstd.1.5.6"
+version = "2.0.16+zstd.1.5.7"
source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "38ff0f21cfee8f97d94cef41359e0c89aa6113028ab0291aa8ca0038995a95aa"
+checksum = "91e19ebc2adc8f83e43039e79776e3fda8ca919132d68a1fed6a5faca2683748"
dependencies = [
"cc",
"pkg-config",
diff --git a/service/Cargo.toml b/service/Cargo.toml
@@ -8,10 +8,9 @@ anyhow = "1.0.86"
clap = { version = "4.5.8", features = ["derive"] }
parse_duration = "2.1.1"
tokio = { version = "1.38.0", features = ["full"] }
-axum = { version = "0.7.5", features = ["macros"] }
+axum = { version = "0.8", features = ["macros"] }
safetensors = "0.4.4"
itertools = "0.13.0"
tch = { version = "0.17.0", features = ["download-libtorch"] }
-lazy_static = "1.5.0"
spinoff = "0.8.0"
serde = "1.0.204"
diff --git a/service/src/main.rs b/service/src/main.rs
@@ -1,9 +1,9 @@
use anyhow::Result;
-use axum::{body::Bytes, http::StatusCode, routing::post, serve, Json, Router};
+use axum::{body::Bytes, extract::State, http::StatusCode, routing::post, serve, Json, Router};
use clap::Parser;
use parse_duration::parse;
-use queue::run;
use safetensors::SafeTensors;
+use std::sync::Arc;
use tensor::{fit, normalize, to_tensor};
use tokio::{net::TcpListener, spawn, task::spawn_blocking};
@@ -13,6 +13,7 @@ mod model;
use model::{Label, Model};
mod queue;
+use queue::Queue;
#[derive(Debug, Parser)]
#[command(about, long_about = None, version)]
@@ -30,25 +31,34 @@ struct Args {
timeout: String,
}
-async fn handler(body: Bytes) -> Result<Json<Label>, (StatusCode, String)> {
+async fn handler(
+ State(queue): State<Arc<Queue>>,
+ body: Bytes,
+) -> Result<Json<Label>, (StatusCode, String)> {
let tensor = spawn_blocking(move || {
let tensors = SafeTensors::deserialize(&body[..])
.map_err(|e| (StatusCode::BAD_REQUEST, e.to_string()))?;
+
let fbank = tensors
.tensor("fbank")
.map_err(|e| (StatusCode::BAD_REQUEST, e.to_string()))?;
+
let mut tensor = to_tensor(fbank)?;
fit(&mut tensor)?;
normalize(&mut tensor)?;
+
Ok(tensor)
})
.await
.map_err(|e| (StatusCode::BAD_REQUEST, e.to_string()))??;
- let result_rx = queue::add(tensor).await;
- let label = result_rx
+ let label = queue
+ .add(tensor)
+ .await
+ .map_err(|e| (StatusCode::SERVICE_UNAVAILABLE, e.to_string()))?
.await
.map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+
Ok(Json(label))
}
@@ -57,12 +67,15 @@ async fn main() -> Result<()> {
let args = Args::parse();
let timeout = parse(&args.timeout)?;
+ let (queue, receiver) = Queue::new(args.batch_size);
+ let queue = Arc::new(queue);
+
let model = Model::new(args.model_path)?;
spawn(async move {
- run(model, args.batch_size, timeout).await;
+ queue::run(receiver, model, args.batch_size, timeout).await;
});
- let router = Router::new().route("/", post(handler));
+ let router = Router::new().route("/", post(handler)).with_state(queue);
let listener = TcpListener::bind(args.address).await?;
Ok(serve(listener, router).await?)
diff --git a/service/src/model.rs b/service/src/model.rs
@@ -1,5 +1,4 @@
use anyhow::Result;
-use itertools::Itertools;
use serde::Serialize;
use std::path::Path;
use tch::{autocast, no_grad, CModule, Device, Tensor};
@@ -28,31 +27,43 @@ impl Model {
}
pub fn label(&self, tensor: &Tensor) -> Result<Box<[Label]>> {
- let output = no_grad(|| autocast(true, || tensor.apply(&self.model))).f_sigmoid()?;
- let labels = Vec::try_from(output.flatten(0, -1))?
+ let raw_output = Vec::try_from(
+ no_grad(|| autocast(true, || tensor.apply(&self.model)))
+ .f_sigmoid()?
+ .flatten(0, -1),
+ )?;
+
+ let labels = raw_output
.chunks(527)
.map(|chunk| {
- let output: [f32; 527] = chunk.try_into().unwrap();
+ if chunk.len() != 527 {
+ return Ok(Label::Noise);
+ }
+ let output: [f32; 527] = chunk
+ .try_into()
+ .map_err(|_| anyhow::anyhow!("Failed to convert chunk to fixed-size array"))?;
+
let results = [
(Label::Speech, output[0]),
(Label::Music, output[137]),
(Label::Noise, output[513]),
];
- let label = {
- if results[0].1 < 0.5 && results[1].1 < 0.5 {
- Label::Noise
- } else {
- results
- .iter()
- .max_by(|a, b| a.1.partial_cmp(&b.1).unwrap())
- .map(|(label, _)| label.to_owned())
- .unwrap_or(Label::Noise)
- }
+
+ let label = if results[0].1 < 0.5 && results[1].1 < 0.5 {
+ Label::Noise
+ } else {
+ results
+ .iter()
+ .max_by(|a, b| a.1.total_cmp(&b.1))
+ .map(|(label, _)| *label)
+ .unwrap_or(Label::Noise)
};
- label
+
+ Ok::<_, anyhow::Error>(label)
})
- .collect_vec()
+ .collect::<Result<Vec<_>>>()?
.into_boxed_slice();
+
Ok(labels)
}
}
diff --git a/service/src/queue.rs b/service/src/queue.rs
@@ -1,89 +1,101 @@
-use lazy_static::lazy_static;
use spinoff::{spinners, Spinner};
-use std::{cmp::min, collections::VecDeque};
+use std::time::Duration;
use tch::Tensor;
use tokio::{
sync::{
- oneshot::{channel, Receiver, Sender},
- Mutex,
+ mpsc::{channel, Receiver, Sender},
+ oneshot::{
+ channel as oneshot_channel, Receiver as OneshotReceiver, Sender as OneshotSender,
+ },
},
- time::{sleep, Duration, Instant},
+ time::{timeout, Instant},
};
use crate::model::{Label, Model};
-type JobQueue = VecDeque<(Tensor, Sender<Label>)>;
+type Job = (Tensor, OneshotSender<Label>);
-lazy_static! {
- static ref QUEUE: Mutex<JobQueue> = Mutex::new(VecDeque::new());
+pub struct Queue {
+ sender: Sender<Job>,
}
-pub async fn add(tensor: Tensor) -> Receiver<Label> {
- let (result_tx, result_rx) = channel();
- let job = (tensor, result_tx);
- QUEUE.lock().await.push_back(job);
- result_rx
-}
+impl Queue {
+ pub fn new(batch_size: usize) -> (Self, Receiver<Job>) {
+ let (sender, receiver) = channel(batch_size * 2);
+ (Self { sender }, receiver)
+ }
-async fn get_jobs(
- batch_size: usize,
- timeout: Duration,
-) -> ((Vec<Tensor>, Vec<Sender<Label>>), usize) {
- let mut tensors = Vec::with_capacity(batch_size);
- let mut transmitters = Vec::with_capacity(batch_size);
- let mut remaining = batch_size;
- let mut rest = 0;
- let start = Instant::now();
- while remaining > 0 && Instant::now() - start < timeout {
- let mut queue = QUEUE.lock().await;
- let usable = min(remaining, queue.len());
- if usable > 0 {
- for _ in 0..usable {
- if let Some(job) = queue.pop_front() {
- tensors.push(job.0);
- transmitters.push(job.1);
- }
- }
- remaining -= usable;
- rest = queue.len();
- } else {
- drop(queue);
- sleep(Duration::from_millis(100)).await;
- }
+ pub async fn add(&self, tensor: Tensor) -> anyhow::Result<OneshotReceiver<Label>> {
+ let (result_tx, result_rx) = oneshot_channel();
+ self.sender
+ .send((tensor, result_tx))
+ .await
+ .map_err(|_| anyhow::anyhow!("Queue is closed, cannot accept new jobs"))?;
+ Ok(result_rx)
}
- ((tensors, transmitters), rest)
}
-pub async fn run(model: Model, batch_size: usize, timeout: Duration) {
+pub async fn run(
+ mut receiver: Receiver<Job>,
+ model: Model,
+ batch_size: usize,
+ batch_timeout: Duration,
+) {
let mut spinner = Spinner::new(spinners::Line, "Waiting for jobs", None);
+
loop {
- let ((tensors, transmitters), remaining) = get_jobs(batch_size, timeout).await;
- if tensors.is_empty() {
- continue;
- }
+ let (first_tensor, first_tx) = match receiver.recv().await {
+ Some(job) => job,
+ None => break,
+ };
- let tensor = match Tensor::f_stack(&tensors, 0) {
- Ok(tensor) => tensor,
- Err(_) => {
- continue;
+ let mut tensors = vec![first_tensor];
+ let mut transmitters = vec![first_tx];
+
+ let start = Instant::now();
+ while tensors.len() < batch_size {
+ let elapsed = start.elapsed();
+ if elapsed >= batch_timeout {
+ break;
}
- };
+
+ match timeout(batch_timeout - elapsed, receiver.recv()).await {
+ Ok(Some((tensor, tx))) => {
+ tensors.push(tensor);
+ transmitters.push(tx);
+ }
+ _ => break,
+ }
+ }
spinner.update_text(format!(
- "Executing {} job(s) with {} still remaining",
+ "Executing {} job(s) with {} still queued",
tensors.len(),
- remaining
+ receiver.len()
));
- let labels = match model.label(&tensor) {
- Ok(tensor) => tensor,
- Err(_) => {
- continue;
- }
- };
- for (&label, result_tx) in labels.iter().zip(transmitters.into_iter()) {
- _ = result_tx.send(label);
+ if let Err(e) = process_batch(&model, tensors, transmitters).await {
+ eprintln!("Batch error: {}", e);
}
+
spinner.update_text("Waiting for jobs");
}
}
+
+async fn process_batch(
+ model: &Model,
+ tensors: Vec<Tensor>,
+ transmitters: Vec<OneshotSender<Label>>,
+) -> anyhow::Result<()> {
+ let stacked = Tensor::f_stack(&tensors, 0)?;
+
+ let labels = model.label(&stacked)?;
+
+ for (label, tx) in labels.iter().zip(transmitters) {
+ if tx.send(*label).is_err() {
+ eprintln!("Receiver dropped for a job, result lost");
+ }
+ }
+
+ Ok(())
+}
diff --git a/service/src/tensor.rs b/service/src/tensor.rs
@@ -10,6 +10,7 @@ pub const NUM_MEL_BINS: i64 = 128;
pub fn to_tensor(view: TensorView) -> Result<Tensor, (StatusCode, String)> {
let size: Vec<i64> = view.shape().iter().map(|&x| x as i64).collect();
+
let kind = match view.dtype() {
Dtype::BOOL => Kind::Bool,
Dtype::U8 => Kind::Uint8,
@@ -28,12 +29,16 @@ pub fn to_tensor(view: TensorView) -> Result<Tensor, (StatusCode, String)> {
))
}
};
+
let mut tensor = Tensor::f_from_data_size(view.data(), &size, kind)
.map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+
check(&tensor)?;
+
tensor = tensor
.f_to(Device::cuda_if_available())
.map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+
Ok(tensor)
}
@@ -41,6 +46,7 @@ pub fn check(tensor: &Tensor) -> Result<(), (StatusCode, String)> {
let kind = tensor
.f_kind()
.map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+
if kind != Kind::Float {
return Err((
StatusCode::BAD_REQUEST,
@@ -67,6 +73,7 @@ pub fn fit(tensor: &mut Tensor) -> Result<(), (StatusCode, String)> {
let (num_frames, _) = tensor
.size2()
.map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+
match NUM_FRAMES.cmp(&num_frames) {
Ordering::Less => {
*tensor = tensor
