2022-10-11 14:50:54 +00:00
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use crate::{Batcher, ShardedClient, Validation};
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2022-10-11 08:36:51 +00:00
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use poem::http::StatusCode;
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use poem::listener::TcpListener;
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use poem::middleware::AddData;
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use poem::web::{Data, Json};
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2022-10-11 14:50:54 +00:00
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use poem::{handler, post, EndpointExt, Route, Server};
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use serde::Deserialize;
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use tokenizers::Tokenizer;
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2022-10-11 08:36:51 +00:00
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use tokio::time::Instant;
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use tracing::instrument;
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#[derive(Clone, Debug, Deserialize)]
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pub(crate) struct GenerateParameters {
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#[serde(default = "default_temperature")]
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pub temperature: f32,
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#[serde(default = "default_top_k")]
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pub top_k: u32,
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#[serde(default = "default_top_p")]
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pub top_p: f32,
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#[serde(default = "default_do_sample")]
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pub do_sample: bool,
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#[serde(default = "default_max_new_tokens")]
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pub max_new_tokens: u32,
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}
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fn default_temperature() -> f32 {
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1.0
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}
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fn default_top_k() -> u32 {
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0
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}
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fn default_top_p() -> f32 {
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1.0
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}
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fn default_do_sample() -> bool {
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false
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}
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fn default_max_new_tokens() -> u32 {
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20
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}
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fn default_parameters() -> GenerateParameters {
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GenerateParameters {
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temperature: default_temperature(),
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top_k: default_top_k(),
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top_p: default_top_p(),
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do_sample: default_do_sample(),
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max_new_tokens: default_max_new_tokens(),
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}
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}
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#[derive(Clone, Debug, Deserialize)]
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pub(crate) struct GenerateRequest {
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pub inputs: String,
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#[serde(default = "default_parameters")]
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pub parameters: GenerateParameters,
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}
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#[handler]
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2022-10-11 14:50:54 +00:00
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#[instrument(skip(validation, infer), fields(time, time_per_token))]
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2022-10-11 08:36:51 +00:00
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async fn generate(
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2022-10-11 14:50:54 +00:00
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validation: Data<&Validation>,
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2022-10-11 08:36:51 +00:00
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infer: Data<&Batcher>,
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req: Json<GenerateRequest>,
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) -> poem::Result<Json<serde_json::Value>> {
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let start = Instant::now();
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2022-10-11 14:50:54 +00:00
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let (input_length, validated_request) = validation
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.validate(GenerateRequest {
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2022-10-11 08:36:51 +00:00
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inputs: req.inputs.clone(),
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parameters: req.parameters.clone(),
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})
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2022-10-11 14:50:54 +00:00
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.await
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.unwrap();
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let output = infer.infer(input_length, validated_request).await;
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2022-10-11 08:36:51 +00:00
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match output {
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Ok(generated_text) => {
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tracing::Span::current().record("time", format!("{:?}", start.elapsed()));
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tracing::Span::current().record(
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"time_per_token",
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format!("{:?}", start.elapsed() / req.parameters.max_new_tokens),
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);
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tracing::info!("response: {}", generated_text);
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Ok(Json(serde_json::json!({
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"generated_text": generated_text,
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})))
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}
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Err(_) => Err(poem::Error::from_status(StatusCode::INTERNAL_SERVER_ERROR)),
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}
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}
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2022-10-11 14:50:54 +00:00
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pub async fn run(
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client: ShardedClient,
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tokenizer: Tokenizer,
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listener: TcpListener<String>,
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) -> Result<(), std::io::Error> {
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client.clear_cache().await.expect("Unable to clear cache");
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2022-10-11 08:36:51 +00:00
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tracing::info!("Connected");
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let infer = Batcher::new(client);
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2022-10-11 14:50:54 +00:00
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let validation = Validation::new(tokenizer);
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2022-10-11 08:36:51 +00:00
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let app = Route::new()
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.at("/generate", post(generate))
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2022-10-11 14:50:54 +00:00
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.with(AddData::new(validation))
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2022-10-11 08:36:51 +00:00
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.with(AddData::new(infer));
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2022-10-11 14:50:54 +00:00
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Server::new(listener).run(app).await
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}
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