huggingface/text-generation-inference
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Preping 1.1.0

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Nicolas Patry 2023-09-26 20:04:38 +00:00
parent 8672cad2cb
commit 853f09035c
19 changed files with 662 additions and 766 deletions
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1255
Cargo.lock generated
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2
Cargo.toml
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@ -8,7 +8,7 @@ members = [
] ]
[workspace.package] [workspace.package]
version = "1.0.3" version = "1.1.0"
edition = "2021" edition = "2021"
authors = ["Olivier Dehaene"] authors = ["Olivier Dehaene"]
homepage = "https://github.com/huggingface/text-generation-inference" homepage = "https://github.com/huggingface/text-generation-inference"

2
README.md
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@ -87,7 +87,7 @@ The easiest way of getting started is using the official Docker container:
model=tiiuae/falcon-7b-instruct model=tiiuae/falcon-7b-instruct
volume=$PWD/data # share a volume with the Docker container to avoid downloading weights every run volume=$PWD/data # share a volume with the Docker container to avoid downloading weights every run
docker run --gpus all --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.0.3 --model-id $model docker run --gpus all --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.1.0 --model-id $model
``` ```
**Note:** To use GPUs, you need to install the [NVIDIA Container Toolkit](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html). We also recommend using NVIDIA drivers with CUDA version 11.8 or higher. For running the Docker container on a machine with no GPUs or CUDA support, it is enough to remove the `--gpus all` flag and add `--disable-custom-kernels`, please note CPU is not the intended platform for this project, so performance might be subpar. **Note:** To use GPUs, you need to install the [NVIDIA Container Toolkit](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html). We also recommend using NVIDIA drivers with CUDA version 11.8 or higher. For running the Docker container on a machine with no GPUs or CUDA support, it is enough to remove the `--gpus all` flag and add `--disable-custom-kernels`, please note CPU is not the intended platform for this project, so performance might be subpar.

21
benchmark/Cargo.toml
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@ -14,18 +14,19 @@ name = "text-generation-benchmark"
path = "src/main.rs" path = "src/main.rs"
[dependencies] [dependencies]
average = "0.13" average = "0.14"
clap = { version = "4.1.4", features = ["derive", "env"] } clap = { version = "4.4.5", features = ["derive", "env"] }
crossterm = "0.26" crossterm = "0.27"
float-ord = "0.3.2" float-ord = "0.3.2"
serde = {version = "1.0.142", features = ["derive"]} serde = {version = "1.0.188", features = ["derive"]}
serde_json = "1.0" serde_json = "1.0"
tabled = "0.12.0" tabled = "0.14.0"
text-generation-client = { path = "../router/client" } text-generation-client = { path = "../router/client" }
thiserror = "1.0.38" thiserror = "1.0.48"
tokenizers = "0.13.3" tokenizers = { version = "0.14.0", features = ["http"] }
tokio = { version = "1.25.0", features = ["rt", "rt-multi-thread", "parking_lot", "signal", "sync"] } tokio = { version = "1.32.0", features = ["rt", "rt-multi-thread", "parking_lot", "signal", "sync", "macros"] }
tui = {package = "ratatui", version = "0.20", default-features = false, features = ["crossterm"]} tui = {package = "ratatui", version = "0.23", default-features = false, features = ["crossterm"]}
tracing = "0.1.37" tracing = "0.1.37"
tracing-subscriber = { version = "0.3.16", features = ["json", "env-filter"] } tracing-subscriber = { version = "0.3.17", features = ["json", "env-filter"] }
hf-hub = "0.3.1"

14
benchmark/src/app.rs
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@ -6,7 +6,7 @@ use tokio::sync::mpsc;
use tui::backend::Backend; use tui::backend::Backend;
use tui::layout::{Alignment, Constraint, Direction, Layout}; use tui::layout::{Alignment, Constraint, Direction, Layout};
use tui::style::{Color, Modifier, Style}; use tui::style::{Color, Modifier, Style};
use tui::text::{Span, Spans}; use tui::text::{Span, Line};
use tui::widgets::{ use tui::widgets::{
Axis, BarChart, Block, Borders, Chart, Dataset, Gauge, GraphType, Paragraph, Tabs, Axis, BarChart, Block, Borders, Chart, Dataset, Gauge, GraphType, Paragraph, Tabs,
}; };
@ -244,7 +244,7 @@ impl App {
.batch_size .batch_size
.iter() .iter()
.map(|b| { .map(|b| {
Spans::from(vec![Span::styled( Line::from(vec![Span::styled(
format!("Batch: {b}"), format!("Batch: {b}"),
Style::default().fg(Color::White), Style::default().fg(Color::White),
)]) )])
@ -468,7 +468,7 @@ fn latency_paragraph<'a>(latency: &mut Vec<f64>, name: &'static str) -> Paragrap
// Latency p50/p90/p99 texts // Latency p50/p90/p99 texts
let colors = vec![Color::LightGreen, Color::LightYellow, Color::LightRed]; let colors = vec![Color::LightGreen, Color::LightYellow, Color::LightRed];
for (i, (name, value)) in latency_percentiles.iter().enumerate() { for (i, (name, value)) in latency_percentiles.iter().enumerate() {
let span = Spans::from(vec![Span::styled( let span = Line::from(vec![Span::styled(
format!("{name}: {value:.2} ms"), format!("{name}: {value:.2} ms"),
Style::default().fg(colors[i]), Style::default().fg(colors[i]),
)]); )]);
@ -483,16 +483,16 @@ fn latency_paragraph<'a>(latency: &mut Vec<f64>, name: &'static str) -> Paragrap
} }
/// Average/High/Low spans /// Average/High/Low spans
fn statis_spans<'a>(data: &Vec<f64>, unit: &'static str) -> Vec<Spans<'a>> { fn statis_spans<'a>(data: &Vec<f64>, unit: &'static str) -> Vec<Line<'a>> {
vec![ vec![
Spans::from(vec![Span::styled( Line::from(vec![Span::styled(
format!( format!(
"Average: {:.2} {unit}", "Average: {:.2} {unit}",
data.iter().sum::<f64>() / data.len() as f64 data.iter().sum::<f64>() / data.len() as f64
), ),
Style::default().fg(Color::LightBlue), Style::default().fg(Color::LightBlue),
)]), )]),
Spans::from(vec![Span::styled( Line::from(vec![Span::styled(
format!( format!(
"Lowest: {:.2} {unit}", "Lowest: {:.2} {unit}",
data.iter() data.iter()
@ -501,7 +501,7 @@ fn statis_spans<'a>(data: &Vec<f64>, unit: &'static str) -> Vec<Spans<'a>> {
), ),
Style::default().fg(Color::Reset), Style::default().fg(Color::Reset),
)]), )]),
Spans::from(vec![Span::styled( Line::from(vec![Span::styled(
format!( format!(
"Highest: {:.2} {unit}", "Highest: {:.2} {unit}",
data.iter() data.iter()

2
benchmark/src/lib.rs
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@ -33,7 +33,7 @@ pub async fn run(
watermark: bool, watermark: bool,
do_sample: bool, do_sample: bool,
client: ShardedClient, client: ShardedClient,
) -> Result<(), crossterm::ErrorKind> { ) -> Result<(), std::io::Error> {
let parameters = NextTokenChooserParameters { let parameters = NextTokenChooserParameters {
temperature: temperature.unwrap_or(1.0), temperature: temperature.unwrap_or(1.0),
top_k: top_k.unwrap_or(0), top_k: top_k.unwrap_or(0),

2
docs/openapi.json
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@ -10,7 +10,7 @@
"name": "Apache 2.0", "name": "Apache 2.0",
"url": "https://www.apache.org/licenses/LICENSE-2.0" "url": "https://www.apache.org/licenses/LICENSE-2.0"
}, },
"version": "1.0.3" "version": "1.1.0"
}, },
"paths": { "paths": {
"/": { "/": {

2
docs/source/basic_tutorials/gated_model_access.md
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@ -19,6 +19,6 @@ docker run --gpus all \
--shm-size 1g \ --shm-size 1g \
-e HUGGING_FACE_HUB_TOKEN=$token \ -e HUGGING_FACE_HUB_TOKEN=$token \
-p 8080:80 \ -p 8080:80 \
-v $volume:/data ghcr.io/huggingface/text-generation-inference:1.0.1 \ -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.1.0 \
--model-id $model --model-id $model
``` ```

2
docs/source/quicktour.md
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@ -8,7 +8,7 @@ Let's say you want to deploy [Falcon-7B Instruct](https://huggingface.co/tiiuae/
model=tiiuae/falcon-7b-instruct model=tiiuae/falcon-7b-instruct
volume=$PWD/data # share a volume with the Docker container to avoid downloading weights every run volume=$PWD/data # share a volume with the Docker container to avoid downloading weights every run
docker run --gpus all --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.0.3 --model-id $model docker run --gpus all --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.1.0 --model-id $model
``` ```
<Tip warning={true}> <Tip warning={true}>

2
integration-tests/pyproject.toml
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@ -1,6 +1,6 @@
[tool.poetry] [tool.poetry]
name = "text-generation-integration-tests" name = "text-generation-integration-tests"
version = "1.0.3" version = "1.1.0"
description = "Text Generation Inference integration tests" description = "Text Generation Inference integration tests"
authors = ["Nicolas Patry <nicolas@huggingface.co>"] authors = ["Nicolas Patry <nicolas@huggingface.co>"]

16
launcher/Cargo.toml
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@ -7,17 +7,17 @@ authors.workspace = true
homepage.workspace = true homepage.workspace = true
[dependencies] [dependencies]
clap = { version = "4.1.4", features = ["derive", "env"] } clap = { version = "4.4.5", features = ["derive", "env"] }
ctrlc = { version = "3.2.5", features = ["termination"] } ctrlc = { version = "3.4.1", features = ["termination"] }
nix = "0.26.2" nix = "0.27.1"
serde = { version = "1.0.152", features = ["derive"] } serde = { version = "1.0.188", features = ["derive"] }
serde_json = "1.0.93" serde_json = "1.0.107"
tracing = "0.1.37" tracing = "0.1.37"
tracing-subscriber = { version = "0.3.16", features = ["json", "env-filter"] } tracing-subscriber = { version = "0.3.17", features = ["json", "env-filter"] }
[dev-dependencies] [dev-dependencies]
float_eq = "1.0.1" float_eq = "1.0.1"
reqwest = { version = "0.11.14", features = ["blocking", "json"] } reqwest = { version = "0.11.20", features = ["blocking", "json"] }
[build-dependencies] [build-dependencies]
vergen = { version = "8.0.0", features = ["build", "cargo", "git", "gitcl", "rustc", "si"] } vergen = { version = "8.2.5", features = ["build", "cargo", "git", "gitcl", "rustc", "si"] }

48
router/Cargo.toml
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@ -15,36 +15,38 @@ name = "text-generation-router"
path = "src/main.rs" path = "src/main.rs"
[dependencies] [dependencies]
async-stream = "0.3.3" async-stream = "0.3.5"
axum = { version = "0.6.4", features = ["json"] } axum = { version = "0.6.20", features = ["json"] }
axum-tracing-opentelemetry = "0.10.0" axum-tracing-opentelemetry = "0.14.1"
text-generation-client = { path = "client" } text-generation-client = { path = "client" }
clap = { version = "4.1.4", features = ["derive", "env"] } clap = { version = "4.4.5", features = ["derive", "env"] }
flume = "0.10.14" flume = "0.11.0"
futures = "0.3.26" futures = "0.3.28"
metrics = "0.21.0" metrics = "0.21.1"
metrics-exporter-prometheus = { version = "0.12.1", features = [] } metrics-exporter-prometheus = { version = "0.12.1", features = [] }
nohash-hasher = "0.2.0" nohash-hasher = "0.2.0"
opentelemetry = { version = "0.19.0", features = ["rt-tokio"] } opentelemetry = { version = "0.20.0", features = ["rt-tokio"] }
opentelemetry-otlp = "0.12.0" opentelemetry-otlp = "0.13.0"
rand = "0.8.5" rand = "0.8.5"
reqwest = { version = "0.11.14", features = [] } reqwest = { version = "0.11.20", features = [] }
serde = "1.0.152" serde = "1.0.188"
serde_json = "1.0.93" serde_json = "1.0.107"
thiserror = "1.0.38" thiserror = "1.0.48"
tokenizers = "0.13.3" tokenizers = { version = "0.14.0", features = ["http"] }
tokio = { version = "1.25.0", features = ["rt", "rt-multi-thread", "parking_lot", "signal", "sync"] } tokio = { version = "1.32.0", features = ["rt", "rt-multi-thread", "parking_lot", "signal", "sync"] }
tower-http = { version = "0.4.0", features = ["cors"] } tower-http = { version = "0.4.4", features = ["cors"] }
tracing = "0.1.37" tracing = "0.1.37"
tracing-opentelemetry = "0.19.0" tracing-opentelemetry = "0.21.0"
tracing-subscriber = { version = "0.3.16", features = ["json", "env-filter"] } tracing-subscriber = { version = "0.3.17", features = ["json", "env-filter"] }
utoipa = { version = "3.0.1", features = ["axum_extras"] } utoipa = { version = "3.5.0", features = ["axum_extras"] }
utoipa-swagger-ui = { version = "3.0.2", features = ["axum"] } utoipa-swagger-ui = { version = "3.1.5", features = ["axum"] }
ngrok = { version = "0.12.3", features = ["axum"], optional = true } ngrok = { version = "0.13.1", features = ["axum"], optional = true }
hf-hub = "0.3.1"
init-tracing-opentelemetry = { version = "0.14.1", features = ["opentelemetry-otlp"] }
[build-dependencies] [build-dependencies]
vergen = { version = "8.0.0", features = ["build", "git", "gitcl"] } vergen = { version = "8.2.5", features = ["build", "git", "gitcl"] }
[features] [features]
default = ["ngrok"] default = ["ngrok"]
ngrok = ["dep:ngrok"] ngrok = ["dep:ngrok"]

10
router/client/Cargo.toml
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@ -8,13 +8,13 @@ homepage.workspace = true
[dependencies] [dependencies]
futures = "^0.3" futures = "^0.3"
grpc-metadata = { path = "../grpc-metadata" } grpc-metadata = { path = "../grpc-metadata" }
prost = "^0.11" prost = "^0.12"
thiserror = "^1.0" thiserror = "^1.0"
tokio = { version = "^1.25", features = ["sync"] } tokio = { version = "^1.32", features = ["sync"] }
tonic = "^0.9" tonic = "^0.10"
tower = "^0.4" tower = "^0.4"
tracing = "^0.1" tracing = "^0.1"
[build-dependencies] [build-dependencies]
tonic-build = "0.9.2" tonic-build = "0.10.1"
prost-build = "0.11.6" prost-build = "0.12.1"

6
router/grpc-metadata/Cargo.toml
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@ -4,7 +4,7 @@ version = "0.1.0"
edition = "2021" edition = "2021"
[dependencies] [dependencies]
opentelemetry = "^0.19" opentelemetry = "^0.20"
tonic = "^0.9" tonic = "^0.10"
tracing = "^0.1" tracing = "^0.1"
tracing-opentelemetry = "^0.19" tracing-opentelemetry = "^0.21"

2
router/src/main.rs
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@ -324,7 +324,7 @@ fn init_logging(otlp_endpoint: Option<String>, json_output: bool) {
if let Ok(tracer) = tracer { if let Ok(tracer) = tracer {
layers.push(tracing_opentelemetry::layer().with_tracer(tracer).boxed()); layers.push(tracing_opentelemetry::layer().with_tracer(tracer).boxed());
axum_tracing_opentelemetry::init_propagator().unwrap(); init_tracing_opentelemetry::init_propagator().unwrap();
}; };
} }

10
router/src/server.rs
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@ -13,7 +13,7 @@ use axum::response::sse::{Event, KeepAlive, Sse};
use axum::response::{IntoResponse, Response}; use axum::response::{IntoResponse, Response};
use axum::routing::{get, post}; use axum::routing::{get, post};
use axum::{http, Json, Router}; use axum::{http, Json, Router};
use axum_tracing_opentelemetry::opentelemetry_tracing_layer; use axum_tracing_opentelemetry::middleware::OtelAxumLayer;
use futures::stream::StreamExt; use futures::stream::StreamExt;
use futures::Stream; use futures::Stream;
use metrics_exporter_prometheus::{Matcher, PrometheusBuilder, PrometheusHandle}; use metrics_exporter_prometheus::{Matcher, PrometheusBuilder, PrometheusHandle};
@ -396,7 +396,7 @@ async fn generate_stream(
// StreamResponse // StreamResponse
let stream_token = StreamResponse { let stream_token = StreamResponse {
token, token,
top_tokens: top_tokens, top_tokens,
generated_text: None, generated_text: None,
details: None, details: None,
}; };
@ -458,7 +458,7 @@ async fn generate_stream(
let stream_token = StreamResponse { let stream_token = StreamResponse {
token, token,
top_tokens: top_tokens, top_tokens,
generated_text: Some(output_text), generated_text: Some(output_text),
details details
}; };
@ -695,7 +695,7 @@ pub async fn run(
.layer(Extension(compat_return_full_text)) .layer(Extension(compat_return_full_text))
.layer(Extension(infer)) .layer(Extension(infer))
.layer(Extension(prom_handle.clone())) .layer(Extension(prom_handle.clone()))
.layer(opentelemetry_tracing_layer()) .layer(OtelAxumLayer::default())
.layer(cors_layer); .layer(cors_layer);
if ngrok { if ngrok {
@ -792,7 +792,7 @@ async fn shutdown_signal() {
impl From<i32> for FinishReason { impl From<i32> for FinishReason {
fn from(finish_reason: i32) -> Self { fn from(finish_reason: i32) -> Self {
let finish_reason = text_generation_client::FinishReason::from_i32(finish_reason).unwrap(); let finish_reason = text_generation_client::FinishReason::try_from(finish_reason).unwrap();
match finish_reason { match finish_reason {
text_generation_client::FinishReason::Length => FinishReason::Length, text_generation_client::FinishReason::Length => FinishReason::Length,
text_generation_client::FinishReason::EosToken => FinishReason::EndOfSequenceToken, text_generation_client::FinishReason::EosToken => FinishReason::EndOfSequenceToken,

2
router/src/validation.rs
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@ -276,7 +276,7 @@ impl Validation {
truncate: truncate.unwrap_or(self.max_input_length) as u32, truncate: truncate.unwrap_or(self.max_input_length) as u32,
parameters, parameters,
stopping_parameters, stopping_parameters,
top_n_tokens: top_n_tokens, top_n_tokens,
}) })
} }

2
server/pyproject.toml
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@ -1,6 +1,6 @@
[tool.poetry] [tool.poetry]
name = "text-generation-server" name = "text-generation-server"
version = "1.0.3" version = "1.1.0"
description = "Text Generation Inference Python gRPC Server" description = "Text Generation Inference Python gRPC Server"
authors = ["Olivier Dehaene <olivier@huggingface.co>"] authors = ["Olivier Dehaene <olivier@huggingface.co>"]

28
server/requirements.txt
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@ -9,19 +9,19 @@ certifi==2023.7.22 ; python_version >= "3.9" and python_version < "3.13"
charset-normalizer==3.2.0 ; python_version >= "3.9" and python_version < "3.13" charset-normalizer==3.2.0 ; python_version >= "3.9" and python_version < "3.13"
click==8.1.7 ; python_version >= "3.9" and python_version < "3.13" click==8.1.7 ; python_version >= "3.9" and python_version < "3.13"
colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.13" and (sys_platform == "win32" or platform_system == "Windows") colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.13" and (sys_platform == "win32" or platform_system == "Windows")
datasets==2.14.4 ; python_version >= "3.9" and python_version < "3.13" datasets==2.14.5 ; python_version >= "3.9" and python_version < "3.13"
deprecated==1.2.14 ; python_version >= "3.9" and python_version < "3.13" deprecated==1.2.14 ; python_version >= "3.9" and python_version < "3.13"
dill==0.3.7 ; python_version >= "3.9" and python_version < "3.13" dill==0.3.7 ; python_version >= "3.9" and python_version < "3.13"
einops==0.6.1 ; python_version >= "3.9" and python_version < "3.13" einops==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
filelock==3.12.3 ; python_version >= "3.9" and python_version < "3.13" filelock==3.12.4 ; python_version >= "3.9" and python_version < "3.13"
frozenlist==1.4.0 ; python_version >= "3.9" and python_version < "3.13" frozenlist==1.4.0 ; python_version >= "3.9" and python_version < "3.13"
fsspec==2023.6.0 ; python_version >= "3.9" and python_version < "3.13" fsspec==2023.6.0 ; python_version >= "3.9" and python_version < "3.13"
fsspec[http]==2023.6.0 ; python_version >= "3.9" and python_version < "3.13" fsspec[http]==2023.6.0 ; python_version >= "3.9" and python_version < "3.13"
googleapis-common-protos==1.60.0 ; python_version >= "3.9" and python_version < "3.13" googleapis-common-protos==1.60.0 ; python_version >= "3.9" and python_version < "3.13"
grpc-interceptor==0.15.3 ; python_version >= "3.9" and python_version < "3.13" grpc-interceptor==0.15.3 ; python_version >= "3.9" and python_version < "3.13"
grpcio-reflection==1.57.0 ; python_version >= "3.9" and python_version < "3.13" grpcio-reflection==1.58.0 ; python_version >= "3.9" and python_version < "3.13"
grpcio-status==1.57.0 ; python_version >= "3.9" and python_version < "3.13" grpcio-status==1.58.0 ; python_version >= "3.9" and python_version < "3.13"
grpcio==1.57.0 ; python_version >= "3.9" and python_version < "3.13" grpcio==1.58.0 ; python_version >= "3.9" and python_version < "3.13"
hf-transfer==0.1.3 ; python_version >= "3.9" and python_version < "3.13" hf-transfer==0.1.3 ; python_version >= "3.9" and python_version < "3.13"
huggingface-hub==0.16.4 ; python_version >= "3.9" and python_version < "3.13" huggingface-hub==0.16.4 ; python_version >= "3.9" and python_version < "3.13"
idna==3.4 ; python_version >= "3.9" and python_version < "3.13" idna==3.4 ; python_version >= "3.9" and python_version < "3.13"
@ -32,7 +32,7 @@ mpmath==1.3.0 ; python_version >= "3.9" and python_version < "3.13"
multidict==6.0.4 ; python_version >= "3.9" and python_version < "3.13" multidict==6.0.4 ; python_version >= "3.9" and python_version < "3.13"
multiprocess==0.70.15 ; python_version >= "3.9" and python_version < "3.13" multiprocess==0.70.15 ; python_version >= "3.9" and python_version < "3.13"
networkx==3.1 ; python_version >= "3.9" and python_version < "3.13" networkx==3.1 ; python_version >= "3.9" and python_version < "3.13"
numpy==1.25.2 ; python_version >= "3.9" and python_version < "3.13" numpy==1.26.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-api==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-api==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-exporter-otlp-proto-grpc==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp-proto-grpc==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-exporter-otlp-proto-http==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp-proto-http==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
@ -43,32 +43,32 @@ opentelemetry-proto==1.15.0 ; python_version >= "3.9" and python_version < "3.13
opentelemetry-sdk==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-sdk==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
opentelemetry-semantic-conventions==0.36b0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-semantic-conventions==0.36b0 ; python_version >= "3.9" and python_version < "3.13"
packaging==23.1 ; python_version >= "3.9" and python_version < "3.13" packaging==23.1 ; python_version >= "3.9" and python_version < "3.13"
pandas==2.0.3 ; python_version >= "3.9" and python_version < "3.13" pandas==2.1.1 ; python_version >= "3.9" and python_version < "3.13"
peft==0.4.0 ; python_version >= "3.9" and python_version < "3.13" peft==0.4.0 ; python_version >= "3.9" and python_version < "3.13"
pillow==10.0.0 ; python_version >= "3.9" and python_version < "3.13" pillow==10.0.1 ; python_version >= "3.9" and python_version < "3.13"
protobuf==4.24.2 ; python_version >= "3.9" and python_version < "3.13" protobuf==4.24.3 ; python_version >= "3.9" and python_version < "3.13"
psutil==5.9.5 ; python_version >= "3.9" and python_version < "3.13" psutil==5.9.5 ; python_version >= "3.9" and python_version < "3.13"
pyarrow==13.0.0 ; python_version >= "3.9" and python_version < "3.13" pyarrow==13.0.0 ; python_version >= "3.9" and python_version < "3.13"
python-dateutil==2.8.2 ; python_version >= "3.9" and python_version < "3.13" python-dateutil==2.8.2 ; python_version >= "3.9" and python_version < "3.13"
pytz==2023.3 ; python_version >= "3.9" and python_version < "3.13" pytz==2023.3.post1 ; python_version >= "3.9" and python_version < "3.13"
pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13" pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13"
regex==2023.8.8 ; python_version >= "3.9" and python_version < "3.13" regex==2023.8.8 ; python_version >= "3.9" and python_version < "3.13"
requests==2.31.0 ; python_version >= "3.9" and python_version < "3.13" requests==2.31.0 ; python_version >= "3.9" and python_version < "3.13"
safetensors==0.3.3 ; python_version >= "3.9" and python_version < "3.13" safetensors==0.3.3 ; python_version >= "3.9" and python_version < "3.13"
scipy==1.11.2 ; python_version >= "3.9" and python_version < "3.13" scipy==1.11.2 ; python_version >= "3.9" and python_version < "3.13"
sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13" sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13"
setuptools==68.1.2 ; python_version >= "3.9" and python_version < "3.13" setuptools==68.2.2 ; python_version >= "3.9" and python_version < "3.13"
six==1.16.0 ; python_version >= "3.9" and python_version < "3.13" six==1.16.0 ; python_version >= "3.9" and python_version < "3.13"
sympy==1.12 ; python_version >= "3.9" and python_version < "3.13" sympy==1.12 ; python_version >= "3.9" and python_version < "3.13"
texttable==1.6.7 ; python_version >= "3.9" and python_version < "3.13" texttable==1.6.7 ; python_version >= "3.9" and python_version < "3.13"
tokenizers==0.13.3 ; python_version >= "3.9" and python_version < "3.13" tokenizers==0.13.3 ; python_version >= "3.9" and python_version < "3.13"
torch==2.0.1 ; python_version >= "3.9" and python_version < "3.13" torch==2.0.1 ; python_version >= "3.9" and python_version < "3.13"
tqdm==4.66.1 ; python_version >= "3.9" and python_version < "3.13" tqdm==4.66.1 ; python_version >= "3.9" and python_version < "3.13"
transformers==4.32.1 ; python_version >= "3.9" and python_version < "3.13" transformers==4.33.2 ; python_version >= "3.9" and python_version < "3.13"
typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13" typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
typing-extensions==4.7.1 ; python_version >= "3.9" and python_version < "3.13" typing-extensions==4.8.0 ; python_version >= "3.9" and python_version < "3.13"
tzdata==2023.3 ; python_version >= "3.9" and python_version < "3.13" tzdata==2023.3 ; python_version >= "3.9" and python_version < "3.13"
urllib3==2.0.4 ; python_version >= "3.9" and python_version < "3.13" urllib3==2.0.5 ; python_version >= "3.9" and python_version < "3.13"
win32-setctime==1.1.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32" win32-setctime==1.1.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32"
wrapt==1.15.0 ; python_version >= "3.9" and python_version < "3.13" wrapt==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
xxhash==3.3.0 ; python_version >= "3.9" and python_version < "3.13" xxhash==3.3.0 ; python_version >= "3.9" and python_version < "3.13"