Embedding

Struct Embedding 

Source
pub struct Embedding { /* private fields */ }
Expand description

Main struct for building and sending embedding requests to the OpenAI API.

This struct provides a builder pattern interface for constructing embedding requests with various parameters. Use Embedding::new() to create a new instance, then chain methods to configure the request before calling [embed()].

§Example

use openai_tools::embedding::request::Embedding;

#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
    let mut embedding = Embedding::new()?;
     
    let response = embedding
        .model("text-embedding-3-small")
        .input_text("Sample text")
        .embed()
        .await?;
         
    Ok(())
}

Implementations§

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impl Embedding

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pub fn new() -> Result<Self>

Creates a new Embedding instance.

Initializes the embedding client by loading the OpenAI API key from the environment variable OPENAI_API_KEY. Supports .env file loading via dotenvy.

§Returns
  • Ok(Embedding) - A new embedding instance ready for configuration
  • Err(OpenAIToolError) - If the API key is not found in the environment
§Example
use openai_tools::embedding::request::Embedding;

let embedding = Embedding::new().expect("API key should be set");
Source

pub fn model<T: AsRef<str>>(&mut self, model: T) -> &mut Self

Sets the model to use for embedding generation.

§Arguments
  • model - The model identifier (e.g., “text-embedding-3-small”, “text-embedding-3-large”)
§Returns

A mutable reference to self for method chaining

§Example
embedding.model("text-embedding-3-small");
Source

pub fn input_text<T: AsRef<str>>(&mut self, input_text: T) -> &mut Self

Sets a single text input for embedding.

Use this method when you want to embed a single piece of text. For multiple texts, use [input_text_array] instead.

§Arguments
  • input_text - The text to convert into an embedding vector
§Returns

A mutable reference to self for method chaining

§Example
embedding.input_text("Hello, world!");
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pub fn input_text_array<T: AsRef<str>>( &mut self, input_text_array: Vec<T>, ) -> &mut Self

Sets multiple text inputs for batch embedding.

Use this method when you want to embed multiple texts in a single API call. This is more efficient than making separate requests for each text.

§Arguments
  • input_text_array - Vector of texts to convert into embedding vectors
§Returns

A mutable reference to self for method chaining

§Example
let texts = vec!["First text", "Second text", "Third text"];
embedding.input_text_array(texts);
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pub fn encoding_format<T: AsRef<str>>( &mut self, encoding_format: T, ) -> &mut Self

Sets the encoding format for the output embeddings.

§Arguments
  • encoding_format - Either “float” (default) or “base64”
    • "float": Returns embeddings as arrays of floating point numbers
    • "base64": Returns embeddings as base64-encoded strings (more compact)
§Returns

A mutable reference to self for method chaining

§Panics

Panics if encoding_format is not “float” or “base64”

§Example
embedding.encoding_format("float");
Source

pub async fn embed(&self) -> Result<Response>

Sends the embedding request to the OpenAI API.

This method validates the request parameters, constructs the HTTP request, sends it to the OpenAI Embeddings API endpoint, and parses the response.

§Returns
  • Ok(Response) - The embedding response containing vectors and metadata
  • Err(OpenAIToolError) - If validation fails, the request fails, or parsing fails
§Errors

Returns an error if:

  • API key is not set
  • Model ID is not set
  • Input text is not set
  • Network request fails
  • Response parsing fails
§Example
let mut embedding = Embedding::new()?;
let response = embedding
    .model("text-embedding-3-small")
    .input_text("Hello, world!")
    .embed()
    .await?;

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