1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 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 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86
use http_req::{
request::{Method, Request},
uri::Uri,
};
use serde::Serialize;
use urlencoding::encode;
use crate::Retry;
/// The input type for the embeddings.
///
/// For more detail about parameters, please refer to
/// [OpenAI docs](https://platform.openai.com/docs/api-reference/embeddings/create)
///
#[derive(Debug, Serialize)]
pub enum EmbeddingsInput {
String(String),
Vec(Vec<String>),
}
impl crate::OpenAIFlows {
/// Create embeddings from the provided input.
///
/// `params` is an [EmbeddingsRequest] object.
///
/// If you haven't connected your OpenAI account with [Flows.network platform](https://flows.network),
/// you will receive an error in the flow's building log or running log.
///```rust
/// // This code snippet computes embeddings for `text`, the question created in previous step.
/// // Wrap the `text` in EmbeddingsInput struct.
/// let input = EmbeddingsInput::String(text.to_string());
/// // Call the create_embeddings function.
/// let question_vector = match openai.create_embeddings(input).await {
/// Ok(r) => r[0],
/// Err(e) => {your error handling},
/// };
/// ```
pub async fn create_embeddings(&self, input: EmbeddingsInput) -> Result<Vec<Vec<f64>>, String> {
self.keep_trying(|account| create_embeddings_inner(account, &input))
}
}
fn create_embeddings_inner(account: &str, input: &EmbeddingsInput) -> Retry<Vec<Vec<f64>>> {
let flows_user = unsafe { crate::_get_flows_user() };
let mut writer = Vec::new();
let uri = format!(
"{}/{}/create_embeddings?account={}",
crate::OPENAI_API_PREFIX.as_str(),
flows_user,
encode(account),
);
let uri = Uri::try_from(uri.as_str()).unwrap();
let body = match input {
EmbeddingsInput::String(ref s) => serde_json::to_vec(&s).unwrap_or_default(),
EmbeddingsInput::Vec(ref v) => serde_json::to_vec(&v).unwrap_or_default(),
};
match Request::new(&uri)
.method(Method::POST)
.header("Content-Type", "application/json")
.header("Content-Length", &body.len())
.body(&body)
.send(&mut writer)
{
Ok(res) => {
match res.status_code().is_success() {
true => Retry::No(
serde_json::from_slice::<Vec<Vec<f64>>>(&writer)
.or(Err(String::from("Unexpected error"))),
),
false => {
match res.status_code().into() {
409 | 429 | 503 => {
// 409 TryAgain 429 RateLimitError
// 503 ServiceUnavailable
Retry::Yes(String::from_utf8_lossy(&writer).into_owned())
}
_ => Retry::No(Err(String::from_utf8_lossy(&writer).into_owned())),
}
}
}
}
Err(e) => Retry::No(Err(e.to_string())),
}
}