validation.rs 2.74 KB
Newer Older
Olivier Dehaene's avatar
Olivier Dehaene committed
1
use crate::server::GenerateRequest;
Olivier Dehaene's avatar
Olivier Dehaene committed
2
3
use axum::http::StatusCode;
use thiserror::Error;
Olivier Dehaene's avatar
Olivier Dehaene committed
4
5
6
use tokenizers::tokenizer::Tokenizer;
use tokio::sync::{mpsc, oneshot};

Olivier Dehaene's avatar
Olivier Dehaene committed
7
8
9
10
11
12
13
14
15
16
#[derive(Error, Debug)]
pub enum ValidationError {
    #[error("Temperature must be strictly positive")]
    Temperature,
    #[error("Top p must be <= 0.0 or > 1.0")]
    TopP,
    #[error("Top k must be strictly positive")]
    TopK,
    #[error("Max New Tokens must be < 512")]
    MaxNewTokens,
Olivier Dehaene's avatar
Olivier Dehaene committed
17
    #[error("Inputs must have less than 1000 tokens. Given: {0}")]
Olivier Dehaene's avatar
Olivier Dehaene committed
18
19
20
21
22
23
24
25
    InputLength(usize),
}

impl From<ValidationError> for (StatusCode, String) {
    fn from(err: ValidationError) -> Self {
        (StatusCode::BAD_REQUEST, err.to_string())
    }
}
Olivier Dehaene's avatar
Olivier Dehaene committed
26
27
28
29
30
31
32

type ValidationRequest = (
    GenerateRequest,
    oneshot::Sender<Result<(usize, GenerateRequest), ValidationError>>,
);

#[derive(Debug, Clone)]
Olivier Dehaene's avatar
Olivier Dehaene committed
33
pub struct Validation {
Olivier Dehaene's avatar
Olivier Dehaene committed
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
    sender: mpsc::Sender<ValidationRequest>,
}

impl Validation {
    pub(crate) fn new(tokenizer: Tokenizer) -> Self {
        let (validation_sender, validation_receiver) = mpsc::channel(128);

        tokio::spawn(validation_task(tokenizer, validation_receiver));

        Self {
            sender: validation_sender,
        }
    }

    pub(crate) async fn validate(
        &self,
        request: GenerateRequest,
    ) -> Result<(usize, GenerateRequest), ValidationError> {
        let (sender, receiver) = oneshot::channel();
        self.sender.send((request, sender)).await.unwrap();
        receiver.await.unwrap()
    }
}

async fn validation_task(tokenizer: Tokenizer, mut receiver: mpsc::Receiver<ValidationRequest>) {
    while let Some((request, response_tx)) = receiver.recv().await {
        if request.parameters.temperature < 0.0 {
Olivier Dehaene's avatar
Olivier Dehaene committed
61
62
63
            response_tx
                .send(Err(ValidationError::Temperature))
                .unwrap_or(());
Olivier Dehaene's avatar
Olivier Dehaene committed
64
65
66
            continue;
        }
        if request.parameters.top_p <= 0.0 || request.parameters.top_p > 1.0 {
Olivier Dehaene's avatar
Olivier Dehaene committed
67
68
69
70
71
            response_tx.send(Err(ValidationError::TopP)).unwrap_or(());
            continue;
        }
        if request.parameters.top_k < 0 {
            response_tx.send(Err(ValidationError::TopK)).unwrap_or(());
Olivier Dehaene's avatar
Olivier Dehaene committed
72
73
74
            continue;
        }
        if request.parameters.max_new_tokens > 512 {
Olivier Dehaene's avatar
Olivier Dehaene committed
75
76
77
            response_tx
                .send(Err(ValidationError::MaxNewTokens))
                .unwrap_or(());
Olivier Dehaene's avatar
Olivier Dehaene committed
78
79
80
81
82
83
            continue;
        }

        let inputs = tokenizer.encode(request.inputs.clone(), false).unwrap();
        let input_length = inputs.len();

Olivier Dehaene's avatar
Olivier Dehaene committed
84
        if input_length > 1000 {
Olivier Dehaene's avatar
Olivier Dehaene committed
85
86
87
            response_tx
                .send(Err(ValidationError::InputLength(input_length)))
                .unwrap_or(());
Olivier Dehaene's avatar
Olivier Dehaene committed
88
89
90
91
92
93
            continue;
        }

        response_tx.send(Ok((input_length, request))).unwrap_or(());
    }
}