mirror of
https://github.com/huggingface/text-generation-inference.git
synced 2025-09-09 11:24:53 +00:00
wip
This commit is contained in:
OlivierDehaene
parent
c9bdaa8b73
commit
4dfa6fbb62
514
Cargo.lock
generated
514
Cargo.lock
generated
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|
||||
version = "0.4.1"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "0638a1c9d0a3c0914158145bc76cff373a75a627e6ecbfb71cbe6f453a5a19b0"
|
||||
dependencies = [
|
||||
"autocfg",
|
||||
"num-integer",
|
||||
"num-traits",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "num-traits"
|
||||
version = "0.2.15"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "578ede34cf02f8924ab9447f50c28075b4d3e5b269972345e7e0372b38c6cdcd"
|
||||
dependencies = [
|
||||
"autocfg",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "num_cpus"
|
||||
version = "1.15.0"
|
||||
@ -1542,12 +1882,41 @@ version = "1.0.11"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "d01a5bd0424d00070b0098dd17ebca6f961a959dead1dbcbbbc1d1cd8d3deeba"
|
||||
|
||||
[[package]]
|
||||
name = "pathfinder_geometry"
|
||||
version = "0.5.1"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "0b7b7e7b4ea703700ce73ebf128e1450eb69c3a8329199ffbfb9b2a0418e5ad3"
|
||||
dependencies = [
|
||||
"log",
|
||||
"pathfinder_simd",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "pathfinder_simd"
|
||||
version = "0.5.1"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "39fe46acc5503595e5949c17b818714d26fdf9b4920eacf3b2947f0199f4a6ff"
|
||||
dependencies = [
|
||||
"rustc_version",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "percent-encoding"
|
||||
version = "2.2.0"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "478c572c3d73181ff3c2539045f6eb99e5491218eae919370993b890cdbdd98e"
|
||||
|
||||
[[package]]
|
||||
name = "pest"
|
||||
version = "2.5.6"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "8cbd939b234e95d72bc393d51788aec68aeeb5d51e748ca08ff3aad58cb722f7"
|
||||
dependencies = [
|
||||
"thiserror",
|
||||
"ucd-trie",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "petgraph"
|
||||
version = "0.6.3"
|
||||
@ -1596,6 +1965,64 @@ version = "0.3.26"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "6ac9a59f73473f1b8d852421e59e64809f025994837ef743615c6d0c5b305160"
|
||||
|
||||
[[package]]
|
||||
name = "plotters"
|
||||
version = "0.3.4"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "2538b639e642295546c50fcd545198c9d64ee2a38620a628724a3b266d5fbf97"
|
||||
dependencies = [
|
||||
"chrono",
|
||||
"font-kit",
|
||||
"image",
|
||||
"lazy_static",
|
||||
"num-traits",
|
||||
"pathfinder_geometry",
|
||||
"plotters-backend",
|
||||
"plotters-bitmap",
|
||||
"plotters-svg",
|
||||
"ttf-parser",
|
||||
"wasm-bindgen",
|
||||
"web-sys",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "plotters-backend"
|
||||
version = "0.3.4"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "193228616381fecdc1224c62e96946dfbc73ff4384fba576e052ff8c1bea8142"
|
||||
|
||||
[[package]]
|
||||
name = "plotters-bitmap"
|
||||
version = "0.3.2"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "0c4a1f21490a6cf4a84c272ad20bd7844ed99a3178187a4c5ab7f2051295beef"
|
||||
dependencies = [
|
||||
"gif",
|
||||
"image",
|
||||
"plotters-backend",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "plotters-svg"
|
||||
version = "0.3.3"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "f9a81d2759aae1dae668f783c308bc5c8ebd191ff4184aaa1b37f65a6ae5a56f"
|
||||
dependencies = [
|
||||
"plotters-backend",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "png"
|
||||
version = "0.17.7"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "5d708eaf860a19b19ce538740d2b4bdeeb8337fa53f7738455e706623ad5c638"
|
||||
dependencies = [
|
||||
"bitflags",
|
||||
"crc32fast",
|
||||
"flate2",
|
||||
"miniz_oxide",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "portable-atomic"
|
||||
version = "0.3.19"
|
||||
@ -1920,6 +2347,15 @@ dependencies = [
|
||||
"walkdir",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "rustc_version"
|
||||
version = "0.3.3"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "f0dfe2087c51c460008730de8b57e6a320782fbfb312e1f4d520e6c6fae155ee"
|
||||
dependencies = [
|
||||
"semver",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "rustix"
|
||||
version = "0.36.8"
|
||||
@ -1970,6 +2406,12 @@ version = "1.1.0"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "d29ab0c6d3fc0ee92fe66e2d99f700eab17a8d57d1c1d3b748380fb20baa78cd"
|
||||
|
||||
[[package]]
|
||||
name = "scratch"
|
||||
version = "1.0.5"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "1792db035ce95be60c3f8853017b3999209281c24e2ba5bc8e59bf97a0c590c1"
|
||||
|
||||
[[package]]
|
||||
name = "security-framework"
|
||||
version = "2.8.2"
|
||||
@ -1993,6 +2435,24 @@ dependencies = [
|
||||
"libc",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "semver"
|
||||
version = "0.11.0"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "f301af10236f6df4160f7c3f04eec6dbc70ace82d23326abad5edee88801c6b6"
|
||||
dependencies = [
|
||||
"semver-parser",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "semver-parser"
|
||||
version = "0.10.2"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "00b0bef5b7f9e0df16536d3961cfb6e84331c065b4066afb39768d0e319411f7"
|
||||
dependencies = [
|
||||
"pest",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "serde"
|
||||
version = "1.0.152"
|
||||
@ -2210,6 +2670,21 @@ dependencies = [
|
||||
"winapi-util",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "text-generation-benchmark"
|
||||
version = "0.1.0"
|
||||
dependencies = [
|
||||
"clap 4.1.8",
|
||||
"itertools 0.10.5",
|
||||
"plotters",
|
||||
"text-generation-client",
|
||||
"thiserror",
|
||||
"tokenizers",
|
||||
"tokio",
|
||||
"tracing",
|
||||
"tracing-subscriber",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "text-generation-client"
|
||||
version = "0.4.1"
|
||||
@ -2680,12 +3155,24 @@ version = "0.2.4"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "3528ecfd12c466c6f163363caf2d02a71161dd5e1cc6ae7b34207ea2d42d81ed"
|
||||
|
||||
[[package]]
|
||||
name = "ttf-parser"
|
||||
version = "0.15.2"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "7b3e06c9b9d80ed6b745c7159c40b311ad2916abb34a49e9be2653b90db0d8dd"
|
||||
|
||||
[[package]]
|
||||
name = "typenum"
|
||||
version = "1.16.0"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "497961ef93d974e23eb6f433eb5fe1b7930b659f06d12dec6fc44a8f554c0bba"
|
||||
|
||||
[[package]]
|
||||
name = "ucd-trie"
|
||||
version = "0.1.5"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "9e79c4d996edb816c91e4308506774452e55e95c3c9de07b6729e17e15a5ef81"
|
||||
|
||||
[[package]]
|
||||
name = "unicase"
|
||||
version = "2.6.0"
|
||||
@ -2927,6 +3414,12 @@ dependencies = [
|
||||
"wasm-bindgen",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "weezl"
|
||||
version = "0.1.7"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "9193164d4de03a926d909d3bc7c30543cecb35400c02114792c2cae20d5e2dbb"
|
||||
|
||||
[[package]]
|
||||
name = "which"
|
||||
version = "4.4.0"
|
||||
@ -3059,6 +3552,15 @@ dependencies = [
|
||||
"winapi",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "wio"
|
||||
version = "0.2.2"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "5d129932f4644ac2396cb456385cbf9e63b5b30c6e8dc4820bdca4eb082037a5"
|
||||
dependencies = [
|
||||
"winapi",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "xattr"
|
||||
version = "0.2.3"
|
||||
@ -3068,6 +3570,18 @@ dependencies = [
|
||||
"libc",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "yeslogic-fontconfig-sys"
|
||||
version = "3.2.0"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "f2bbd69036d397ebbff671b1b8e4d918610c181c5a16073b96f984a38d08c386"
|
||||
dependencies = [
|
||||
"const-cstr",
|
||||
"dlib",
|
||||
"once_cell",
|
||||
"pkg-config",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "zip"
|
||||
version = "0.5.13"
|
||||
|
||||
@ -1,5 +1,6 @@
|
||||
[workspace]
|
||||
members = [
|
||||
"benchmark",
|
||||
"router",
|
||||
"router/client",
|
||||
"router/grpc-metadata",
|
||||
|
||||
@ -8,7 +8,7 @@ environment_variables:
|
||||
MODEL_ID: bigscience/bloom
|
||||
NUM_SHARD: 8
|
||||
environment:
|
||||
image: db4c2190dd824d1f950f5d1555fbadf0.azurecr.io/text-generation-inference:0.2.0
|
||||
image: db4c2190dd824d1f950f5d1555fbadf0.azurecr.io/text-generation-inference:0.4.0
|
||||
inference_config:
|
||||
liveness_route:
|
||||
port: 80
|
||||
@ -18,21 +18,21 @@ environment:
|
||||
path: /health
|
||||
scoring_route:
|
||||
port: 80
|
||||
path: /generate
|
||||
path: /
|
||||
instance_type: Standard_ND96amsr_A100_v4
|
||||
request_settings:
|
||||
request_timeout_ms: 90000
|
||||
request_timeout_ms: 60000
|
||||
max_concurrent_requests_per_instance: 256
|
||||
liveness_probe:
|
||||
initial_delay: 600
|
||||
timeout: 90
|
||||
period: 120
|
||||
initial_delay: 90
|
||||
timeout: 20
|
||||
period: 60
|
||||
success_threshold: 1
|
||||
failure_threshold: 5
|
||||
failure_threshold: 2
|
||||
readiness_probe:
|
||||
initial_delay: 600
|
||||
timeout: 90
|
||||
period: 120
|
||||
initial_delay: 90
|
||||
timeout: 60
|
||||
period: 60
|
||||
success_threshold: 1
|
||||
failure_threshold: 5
|
||||
failure_threshold: 2
|
||||
instance_count: 1
|
||||
|
||||
25
benchmark/Cargo.toml
Normal file
25
benchmark/Cargo.toml
Normal file
@ -0,0 +1,25 @@
|
||||
[package]
|
||||
name = "text-generation-benchmark"
|
||||
version = "0.1.0"
|
||||
edition = "2021"
|
||||
authors = ["Olivier Dehaene"]
|
||||
description = "Text Generation Benchmarking tool"
|
||||
|
||||
[lib]
|
||||
path = "src/lib.rs"
|
||||
|
||||
[[bin]]
|
||||
name = "text-generation-bench"
|
||||
path = "src/main.rs"
|
||||
|
||||
[dependencies]
|
||||
clap = { version = "4.1.4", features = ["derive", "env"] }
|
||||
itertools = "0.10.5"
|
||||
plotters = "0.3.4"
|
||||
text-generation-client = { path = "../router/client" }
|
||||
thiserror = "1.0.38"
|
||||
tokenizers = "0.13.2"
|
||||
tokio = { version = "1.25.0", features = ["rt", "rt-multi-thread", "parking_lot", "signal", "sync"] }
|
||||
tracing = "0.1.37"
|
||||
tracing-subscriber = { version = "0.3.16", features = ["json", "env-filter"] }
|
||||
|
||||
178
benchmark/src/lib.rs
Normal file
178
benchmark/src/lib.rs
Normal file
@ -0,0 +1,178 @@
|
||||
use std::time::Duration;
|
||||
use tokenizers::{Tokenizer, TruncationDirection};
|
||||
use tokio::time;
|
||||
use text_generation_client::{ShardedClient, Request, Batch, StoppingCriteriaParameters, NextTokenChooserParameters};
|
||||
use time::Instant;
|
||||
use plotters::prelude::*;
|
||||
use itertools::Itertools;
|
||||
|
||||
const LOREM_IPSUM: &str = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.";
|
||||
const OUT_FILE_NAME: &'static str = "errorbar.png";
|
||||
|
||||
enum Step {
|
||||
Prefill,
|
||||
Decode,
|
||||
}
|
||||
|
||||
struct Run {
|
||||
step: Step,
|
||||
batch_size: u32,
|
||||
sequence_length: u32,
|
||||
decode_length: u32,
|
||||
time: Duration,
|
||||
}
|
||||
|
||||
pub async fn run(
|
||||
tokenizer: Tokenizer,
|
||||
batch_size: Vec<u32>,
|
||||
sequence_length: Vec<u32>,
|
||||
decode_length: Vec<u32>,
|
||||
runs: u32,
|
||||
mut client: ShardedClient,
|
||||
) -> Result<(), Box<dyn std::error::Error>> {
|
||||
// let prefill_runs = benchmark_prefill(&tokenizer, &batch_size, &sequence_length, &decode_length, runs, &mut client).await;
|
||||
let mut runs: Vec<(f64, f64)> = Vec::new();
|
||||
for i in 0..10{
|
||||
for j in 0..10 {
|
||||
runs.push((i as f64, j as f64));
|
||||
}
|
||||
}
|
||||
|
||||
let data = runs;
|
||||
// let down_sampled = down_sample(&data[..]);
|
||||
|
||||
let root = BitMapBackend::new(OUT_FILE_NAME, (1024, 768)).into_drawing_area();
|
||||
|
||||
root.fill(&WHITE)?;
|
||||
|
||||
let mut chart = ChartBuilder::on(&root)
|
||||
.caption("Linear Function with Noise", ("sans-serif", 60))
|
||||
.margin(10)
|
||||
.set_label_area_size(LabelAreaPosition::Left, 40)
|
||||
.set_label_area_size(LabelAreaPosition::Bottom, 40)
|
||||
.build_cartesian_2d(-10f64..10f64, -10f64..10f64)?;
|
||||
|
||||
chart.configure_mesh().draw()?;
|
||||
|
||||
chart
|
||||
.draw_series(LineSeries::new(data, &GREEN.mix(0.3)))?
|
||||
.label("Raw Data");
|
||||
|
||||
// chart.draw_series(LineSeries::new(
|
||||
// down_sampled.iter().map(|(x, _, y, _)| (*x, *y)),
|
||||
// &BLUE,
|
||||
// ))?;
|
||||
|
||||
// chart
|
||||
// .draw_series(
|
||||
// down_sampled.iter().map(|(x, yl, ym, yh)| {
|
||||
// ErrorBar::new_vertical(*x, *yl, *ym, *yh, BLUE.filled(), 20)
|
||||
// }),
|
||||
// )?
|
||||
// .label("Down-sampled")
|
||||
// .legend(|(x, y)| PathElement::new(vec![(x, y), (x, y)], &BLUE));
|
||||
|
||||
chart
|
||||
.configure_series_labels()
|
||||
.background_style(WHITE.filled())
|
||||
.draw()?;
|
||||
|
||||
// To avoid the IO failure being ignored silently, we manually call the present function
|
||||
root.present().expect("Unable to write result to file, please make sure 'plotters-doc-data' dir exists under current dir");
|
||||
println!("Result has been saved to {}", OUT_FILE_NAME);
|
||||
Ok(())
|
||||
|
||||
}
|
||||
|
||||
// fn down_sample(data: &[(f64, f64)]) -> Vec<(f64, f64, f64, f64)> {
|
||||
// let down_sampled: Vec<_> = data
|
||||
// .iter()
|
||||
// .into_iter()
|
||||
// .map(|(x, g)| {
|
||||
// let mut g: Vec<_> = g.map(|(_, y)| *y).collect();
|
||||
// g.sort_by(|a, b| a.partial_cmp(b).unwrap());
|
||||
// (
|
||||
// x,
|
||||
// g[0],
|
||||
// g.iter().sum::<f64>() / g.len() as f64,
|
||||
// g[g.len() - 1],
|
||||
// )
|
||||
// })
|
||||
// .collect();
|
||||
// down_sampled
|
||||
// }
|
||||
|
||||
async fn benchmark_prefill(tokenizer: &Tokenizer,
|
||||
batch_size: &Vec<u32>,
|
||||
sequence_length: &Vec<u32>,
|
||||
decode_length: &Vec<u32>,
|
||||
runs: u32,
|
||||
client: &mut ShardedClient) -> Vec<Run> {
|
||||
let mut results = Vec::new();
|
||||
|
||||
let lorem_ipsum_length = tokenizer.encode(LOREM_IPSUM, true).unwrap().len();
|
||||
|
||||
for s in sequence_length {
|
||||
let sequence = create_sequence(s, lorem_ipsum_length, tokenizer);
|
||||
for b in batch_size {
|
||||
for d in decode_length {
|
||||
let requests = (0..*b).map(|id| {
|
||||
Request {
|
||||
id: id.into(),
|
||||
inputs: sequence.clone(),
|
||||
input_length: *s,
|
||||
parameters: Some(NextTokenChooserParameters {
|
||||
temperature: 1.0,
|
||||
top_k: 0,
|
||||
top_p: 1.0,
|
||||
typical_p: 1.0,
|
||||
do_sample: false,
|
||||
seed: 0,
|
||||
repetition_penalty: 1.0,
|
||||
watermark: false,
|
||||
}),
|
||||
stopping_parameters: Some(StoppingCriteriaParameters {
|
||||
max_new_tokens: *d,
|
||||
stop_sequences: vec![],
|
||||
ignore_eos_token: true,
|
||||
}),
|
||||
}
|
||||
}).collect();
|
||||
|
||||
let batch = Batch {
|
||||
id: 0,
|
||||
requests,
|
||||
size: *b,
|
||||
};
|
||||
|
||||
for _ in 0..runs {
|
||||
let start_time = Instant::now();
|
||||
client.prefill(batch.clone()).await.unwrap();
|
||||
let elasped = start_time.elapsed();
|
||||
|
||||
client.clear_cache().await.unwrap();
|
||||
|
||||
results.push(Run {
|
||||
step: Step::Prefill,
|
||||
batch_size: *b,
|
||||
sequence_length: *s,
|
||||
decode_length: *d,
|
||||
time: elasped,
|
||||
});
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
results
|
||||
}
|
||||
|
||||
fn create_sequence(sequence_length: &u32, lorem_ipsum_length: usize, tokenizer: &Tokenizer) -> String {
|
||||
// Repeat lorem ipsum to cover sequence length
|
||||
let string_sequence = LOREM_IPSUM.repeat((0..*sequence_length).step_by(lorem_ipsum_length).len());
|
||||
// Encode sequence
|
||||
let mut encoding = tokenizer.encode(string_sequence, true).unwrap();
|
||||
// Truncate to sequence_length
|
||||
encoding.truncate(*sequence_length as usize, 0, TruncationDirection::Left);
|
||||
// Decode
|
||||
tokenizer.decode(Vec::from(encoding.get_ids()), false).unwrap()
|
||||
}
|
||||
101
benchmark/src/main.rs
Normal file
101
benchmark/src/main.rs
Normal file
@ -0,0 +1,101 @@
|
||||
/// Text Generation Inference benchmarking tool
|
||||
use std::path::Path;
|
||||
use clap::Parser;
|
||||
use tokenizers::Tokenizer;
|
||||
use tracing_subscriber::EnvFilter;
|
||||
use tracing_subscriber::layer::SubscriberExt;
|
||||
use tracing_subscriber::util::SubscriberInitExt;
|
||||
use text_generation_client::ShardedClient;
|
||||
|
||||
/// App Configuration
|
||||
#[derive(Parser, Debug)]
|
||||
#[clap(author, version, about, long_about = None)]
|
||||
struct Args {
|
||||
#[clap(default_value = "bigscience/bloom", long, env)]
|
||||
tokenizer_name: String,
|
||||
#[clap(default_value = "1", long, env)]
|
||||
batch_size: Vec<u32>,
|
||||
#[clap(default_value = "128", long, env)]
|
||||
sequence_length: Vec<u32>,
|
||||
#[clap(default_value = "100", long, env)]
|
||||
decode_length: Vec<u32>,
|
||||
#[clap(default_value = "1", long, env)]
|
||||
runs: u32,
|
||||
#[clap(default_value = "/tmp/text-generation-0", long, env)]
|
||||
master_shard_uds_path: String,
|
||||
}
|
||||
|
||||
fn main() -> Result<(), std::io::Error> {
|
||||
// Get args
|
||||
let args = Args::parse();
|
||||
// Pattern match configuration
|
||||
let Args {
|
||||
tokenizer_name,
|
||||
batch_size,
|
||||
sequence_length,
|
||||
decode_length,
|
||||
runs,
|
||||
master_shard_uds_path,
|
||||
} = args;
|
||||
|
||||
// Tokenizer instance
|
||||
// This will only be used to validate payloads
|
||||
let local_path = Path::new(&tokenizer_name);
|
||||
let tokenizer =
|
||||
if local_path.exists() && local_path.is_dir() && local_path.join("tokenizer.json").exists()
|
||||
{
|
||||
// Load local tokenizer
|
||||
Tokenizer::from_file(local_path.join("tokenizer.json")).unwrap()
|
||||
} else {
|
||||
// Download and instantiate tokenizer
|
||||
// We need to download it outside of the Tokio runtime
|
||||
Tokenizer::from_pretrained(tokenizer_name.clone(), None).unwrap()
|
||||
};
|
||||
// Launch Tokio runtime
|
||||
tokio::runtime::Builder::new_multi_thread()
|
||||
.enable_all()
|
||||
.build()
|
||||
.unwrap()
|
||||
.block_on(async {
|
||||
init_logging();
|
||||
|
||||
// Instantiate sharded client from the master unix socket
|
||||
let mut sharded_client = ShardedClient::connect_uds(master_shard_uds_path)
|
||||
.await
|
||||
.expect("Could not connect to server");
|
||||
// Clear the cache; useful if the webserver rebooted
|
||||
sharded_client
|
||||
.clear_cache()
|
||||
.await
|
||||
.expect("Unable to clear cache");
|
||||
tracing::info!("Connected");
|
||||
|
||||
text_generation_benchmark::run(
|
||||
tokenizer,
|
||||
batch_size,
|
||||
sequence_length,
|
||||
decode_length,
|
||||
runs,
|
||||
sharded_client,
|
||||
).await;
|
||||
});
|
||||
Ok(())
|
||||
}
|
||||
|
||||
/// Init logging using LOG_LEVEL
|
||||
fn init_logging() {
|
||||
// STDOUT/STDERR layer
|
||||
let fmt_layer = tracing_subscriber::fmt::layer()
|
||||
.with_file(true)
|
||||
.with_line_number(true);
|
||||
|
||||
|
||||
// Filter events with LOG_LEVEL
|
||||
let env_filter =
|
||||
EnvFilter::try_from_env("LOG_LEVEL").unwrap_or_else(|_| EnvFilter::new("info"));
|
||||
|
||||
tracing_subscriber::registry()
|
||||
.with(env_filter)
|
||||
.with(fmt_layer)
|
||||
.init();
|
||||
}
|
||||
@ -53,6 +53,9 @@ message StoppingCriteriaParameters {
|
||||
uint32 max_new_tokens = 1;
|
||||
/// Optional stopping sequences
|
||||
repeated string stop_sequences = 2;
|
||||
/// Ignore end of sequence token
|
||||
/// used for benchmarking
|
||||
bool ignore_eos_token = 3;
|
||||
}
|
||||
|
||||
message Request {
|
||||
|
||||
@ -315,6 +315,7 @@ fn validate(
|
||||
let stopping_parameters = StoppingCriteriaParameters {
|
||||
max_new_tokens,
|
||||
stop_sequences,
|
||||
ignore_eos_token: false
|
||||
};
|
||||
|
||||
metrics::histogram!("tgi_request_input_length", input_length as f64);
|
||||
|
||||
@ -123,20 +123,22 @@ class StoppingCriteria:
|
||||
self,
|
||||
eos_token_id: int,
|
||||
stop_sequence_criterias: List[StopSequenceCriteria],
|
||||
max_new_tokens=20,
|
||||
max_new_tokens: int=20,
|
||||
ignore_eos_token: bool = False,
|
||||
):
|
||||
self.eos_token_id = eos_token_id
|
||||
self.stop_sequence_criterias = stop_sequence_criterias
|
||||
self.max_new_tokens = max_new_tokens
|
||||
self.current_tokens = 0
|
||||
self.current_output = ""
|
||||
self.ignore_eos_token = ignore_eos_token
|
||||
|
||||
def __call__(self, last_token: int, last_output: str) -> Tuple[bool, Optional[str]]:
|
||||
self.current_tokens += 1
|
||||
if self.current_tokens >= self.max_new_tokens:
|
||||
return True, FinishReason.FINISH_REASON_LENGTH
|
||||
|
||||
if last_token == self.eos_token_id:
|
||||
if not self.ignore_eos_token and last_token == self.eos_token_id:
|
||||
return True, FinishReason.FINISH_REASON_EOS_TOKEN
|
||||
|
||||
self.current_output += last_output
|
||||
@ -156,5 +158,5 @@ class StoppingCriteria:
|
||||
StopSequenceCriteria(sequence) for sequence in pb.stop_sequences
|
||||
]
|
||||
return StoppingCriteria(
|
||||
tokenizer.eos_token_id, stop_sequence_criterias, pb.max_new_tokens
|
||||
tokenizer.eos_token_id, stop_sequence_criterias, pb.max_new_tokens, pb.ignore_eos_token
|
||||
)
|
||||
|
||||
Loading…
Reference in New Issue
Block a user