(post) impl postprocessing
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@ -3,22 +3,23 @@ use std::ops::Deref;
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use std::path::Path;
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use async_trait::async_trait;
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use cxx::{UniquePtr};
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use hashbrown::{HashMap};
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use cxx::UniquePtr;
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use hashbrown::HashMap;
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use log::warn;
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use tokenizers::{Encoding, Tokenizer};
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use tokio::sync::mpsc::{unbounded_channel, UnboundedReceiver, UnboundedSender};
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use tokio::task::{spawn_blocking, JoinHandle};
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use tokio::task::{JoinHandle, spawn_blocking};
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use tokio::time::Instant;
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use tokio_stream::wrappers::UnboundedReceiverStream;
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use tracing::{debug, error};
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use text_generation_router::{FinishReason, Token};
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use text_generation_router::infer::{Backend, GeneratedText, InferError, InferStreamResponse};
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use text_generation_router::infer::InferError::{GenerationError, ValidationError};
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use text_generation_router::infer::{Backend, InferError, InferStreamResponse};
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use text_generation_router::validation::{Chunk, ValidGenerateRequest};
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use text_generation_router::validation::ValidationError::{
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EmptyInput, Grammar, TopNTokensDisabled, UnsupportedModality,
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};
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use text_generation_router::validation::{Chunk, ValidGenerateRequest};
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use crate::errors::TensorRtLlmBackendError;
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use crate::ffi::{create_tensorrt_llm_backend, GenerationStep, TensorRtLlmBackendImpl};
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@ -71,6 +72,8 @@ impl<'step> TryFrom<&'step GenerationStep> for DecodedToken {
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/// Wraps the decoded token with the channel used to stream back to the client the decoded tokens
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struct DecodedTokenContext {
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token: DecodedToken,
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start: Option<Instant>,
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queued: Instant,
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channel: UnboundedSender<InferResult<InferStreamResponse>>,
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}
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@ -131,12 +134,14 @@ fn executor_status_looper(
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// Iterate through all the decoded token
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for step in responses.deref() {
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if let Some(ctx) = in_flights.get(&step.request_id) {
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// Remove from tracked requests
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let parcel = DecodedToken::try_from(step).map(|dt| DecodedTokenContext {
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token: dt,
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channel: ctx.streamer.clone(),
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});
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let parcel =
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DecodedToken::try_from(step).map(|dt| DecodedTokenContext {
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token: dt,
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start: ctx.start,
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queued: ctx.queued,
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channel: ctx.streamer.clone(),
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});
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// Submit the work to p:the post_processor
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let posted = post_processor_sender.send((step.request_id, parcel));
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@ -148,7 +153,7 @@ fn executor_status_looper(
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} else {
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warn!("Untracked request {}", step.request_id,);
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}
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};
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}
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}
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Err(ref err) => {
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error!("Failed to get responses from the executor: {}.", err.what());
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@ -176,12 +181,60 @@ fn post_processor_looper(
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if let Some((request_id, decoded)) = decoded_tokens.blocking_recv() {
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let state = states.entry(request_id).or_insert(vec![]);
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match decoded {
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Ok(ctx) => {
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state.push(ctx.token.id);
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let out = match tokenizer.decode(&[ctx.token.id], false) {
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Ok(text) => {
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let is_special =
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tokenizer.get_added_vocabulary().is_special_token(&text);
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let token = Token {
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id: ctx.token.id,
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text,
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logprob: ctx.token.log_prob,
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special: is_special,
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};
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let out = if !ctx.token.is_final {
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InferStreamResponse::Intermediate {
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token,
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top_tokens: vec![],
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}
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} else {
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let text = tokenizer.decode(&state, true);
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let generated_text = GeneratedText {
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text: text.unwrap(),
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generated_tokens: state.len() as u32,
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finish_reason: FinishReason::EndOfSequenceToken,
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seed: None,
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};
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InferStreamResponse::End {
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token,
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top_tokens: vec![],
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generated_text,
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start: ctx.start.unwrap(),
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queued: ctx.queued,
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}
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};
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Ok(out)
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}
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Err(err) => Err(GenerationError(err.to_string())),
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};
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if let Err(_) = ctx.channel.send(out) {
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warn!("Failed to send decoded token back to the user")
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}
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}
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Err(err) => {}
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}
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}
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}
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}
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unsafe impl Send for crate::ffi::TensorRtLlmBackendImpl {}
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unsafe impl Send for TensorRtLlmBackendImpl {}
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pub struct TensorRtLlmBackendV2 {
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tokenizer: Tokenizer,
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