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//! An Unofficial Rust client for [Replicate](https://replicate.com). Provides a type-safe interface by deserializing API responses into Rust structs.
//!
//! ## Getting Started
//!
//! Add `replicate_rust` to `Cargo.toml`:
//!
//! ```toml
//! [dependencies]
//! replicate-rust = "0.0.4"
//! ```
//!
//! Grab your token from [replicate.com/account](https://replicate.com/account) and set it as an environment variable:
//!
//! ```sh
//! export REPLICATE_API_TOKEN=<your token>
//! ```
//!
//! Here's an example using `replicate_rust` to run a model:
//!
//! ```rust
//! use replicate_rust::{config::Config, Replicate, errors::ReplicateError};
//!
//! fn main() -> Result<(), ReplicateError> {
//! let config = Config::default();
//! // Instead of using the default config ( which reads API token from env variable), you can also set the token directly:
//! // let config = Config {
//! // auth: String::from("REPLICATE_API_TOKEN"),
//! // ..Default::default()
//! // };
//!
//! let replicate = Replicate::new(config);
//!
//! // Construct the inputs.
//! let mut inputs = std::collections::HashMap::new();
//! inputs.insert("prompt", "a 19th century portrait of a wombat gentleman");
//!
//! let version = "stability-ai/stable-diffusion:27b93a2413e7f36cd83da926f3656280b2931564ff050bf9575f1fdf9bcd7478";
//!
//! // Run the model.
//! let result = replicate.run(version, inputs)?;
//!
//! // Print the result.
//! println!("{:?}", result.output);
//! // Some(Array [String("https://pbxt.replicate.delivery/QLDGe2rXuIQ9ByMViQEXrYCkKfDi9I3YWAzPwWsDZWMXeN7iA/out-0.png")])```
//!
//! Ok(())
//! }
//! ```
//!
//! ## Usage
//!
//! See the [reference docs](https://docs.rs/replicate-rust/) for detailed API documentation.
//!
//! ## Examples
//!
//! - Run a model in the background:
//! ```rust
//! // Construct the inputs.
//! let mut inputs = std::collections::HashMap::new();
//! inputs.insert("prompt", "a 19th century portrait of a wombat gentleman");
//!
//! let version = "stability-ai/stable-diffusion:27b93a2413e7f36cd83da926f3656280b2931564ff050bf9575f1fdf9bcd7478";
//!
//! // Run the model.
//! let mut prediction = replicate.predictions.create(version, inputs)?;
//!
//! println!("{:?}", prediction.status);
//! // 'starting'
//!
//! prediction.reload()?;
//! println!("{:?}", prediction.status);
//! // 'processing'
//!
//! println!("{:?}", prediction.logs);
//! // Some("Using seed: 3599
//! // 0%| | 0/50 [00:00<?, ?it/s]
//! // 4%|▍ | 2/50 [00:00<00:04, 10.00it/s]
//! // 8%|▊ | 4/50 [00:00<00:03, 11.56it/s]
//!
//!
//! let prediction = prediction.wait()?;
//!
//! println!("{:?}", prediction.status);
//! // 'succeeded'
//!
//! println!("{:?}", prediction.output);
// ! // Some(Array [String("https://pbxt.replicate.delivery/QLDGe2rXuIQ9ByMViQEXrYCkKfDi9I3YWAzPwWsDZWMXeN7iA/out-0.png")])
//! ```
//!
//! - Cancel a prediction:
//! ```rust
//! // Construct the inputs.
//! let mut inputs = std::collections::HashMap::new();
//! inputs.insert("prompt", "a 19th century portrait of a wombat gentleman");
//!
//! let version = "stability-ai/stable-diffusion:27b93a2413e7f36cd83da926f3656280b2931564ff050bf9575f1fdf9bcd7478";
//!
//! // Run the model.
//! let mut prediction = replicate.predictions.create(version, inputs)?;
//!
//! println!("{:?}", prediction.status);
//! // 'starting'
//!
//! prediction.cancel()?;
//!
//! prediction.reload()?;
//!
//! println!("{:?}", prediction.status);
//! // 'cancelled'
//! ```
//!
//! - List predictions:
//! ```rust
//! let predictions = replicate.predictions.list()?;
//! println!("{:?}", predictions);
//! // ListPredictions { ... }
//! ```
//!
//! - Get model Information:
//! ```rust
//! let model = replicate.models.get("replicate", "hello-world")?;
//! println!("{:?}", model);
//! // GetModel { ... }
//! ```
//!
//! - Get Versions List:
//! ```rust
//! let versions = replicate.models.versions.list("replicate", "hello-world")?;
//! println!("{:?}", versions);
//! // ListModelVersions { ... }
//! ```
//!
//! - Get Model Version Information:
//! ```rust
//! let model = replicate.models.versions.get("kvfrans",
//! "clipdraw",
//! "5797a99edc939ea0e9242d5e8c9cb3bc7d125b1eac21bda852e5cb79ede2cd9b",)?;
//! println!("{:?}", model);
//! // GetModelVersion { ... }
//! ```
//!
//! - Get Collection Information:
//! ```rust
//! let collection = replicate.collections.get("audio-generation")?;
//! println!("{:?}", collection);
//! // GetCollectionModels { ... }//! ```
//! ```
//!
//! - Get Collection Lists:
//! ```rust
//! let collections = replicate.collections.list()?;
//! println!("{:?}", collections);
//! // ListCollectionModels { ... }
//! ```
//!
#![warn(missing_docs)]
#![warn(missing_doc_code_examples)]
use std::collections::HashMap;
use api_definitions::GetPrediction;
use collection::Collection;
use config::Config;
use errors::ReplicateError;
use model::Model;
use prediction::Prediction;
use training::Training;
pub mod collection;
pub mod config;
pub mod model;
pub mod prediction;
pub mod training;
pub mod version;
pub mod api_definitions;
pub mod errors;
pub mod prediction_client;
pub mod retry;
/// Rust Client for interacting with the [Replicate API](https://replicate.com/docs/api/). Currently supports the following endpoints:
/// * [Predictions](https://replicate.com/docs/reference/http#predictions.create)
/// * [Models](https://replicate.com/docs/reference/http#models.get)
/// * [Trainings](https://replicate.com/docs/reference/http#trainings.create)
/// * [Collections](https://replicate.com/docs/reference/http#collections.get)
#[derive(Clone, Debug)]
pub struct Replicate {
/// Holds a reference to a Config struct.
config: Config,
/// Holds a reference to a Prediction struct. Use to run inference given model inputs and version.
pub predictions: Prediction,
/// Holds a reference to a Model struct. Use to get information about a model.
pub models: Model,
/// Holds a reference to a Training struct. Use to create a new training run.
pub trainings: Training,
/// Holds a reference to a Collection struct. Use to get and list model collections present in Replicate.
pub collections: Collection,
}
/// Rust Client for interacting with the [Replicate API](https://replicate.com/docs/api/).
impl Replicate {
/// Create a new Replicate client.
///
/// # Example
/// ```
/// use replicate_rust::{Replicate, config::Config};
///
/// let config = Config::default();
/// let replicate = Replicate::new(config);
/// ```
pub fn new(config: Config) -> Self {
// Check if auth is set.
config.check_auth();
// TODO : Maybe reference instead of clone
let predictions = Prediction::new(config.clone());
let models = Model::new(config.clone());
let trainings = Training::new(config.clone());
let collections = Collection::new(config.clone());
Self {
config,
predictions,
models,
trainings,
collections,
}
}
/// Run a model with the given inputs in a blocking manner.
/// # Arguments
/// * `version` - The version of the model to run.
/// * `inputs` - The inputs to the model in the form of a HashMap.
/// # Example
/// ```
/// use replicate_rust::{Replicate, config::Config};
///
/// let config = Config::default();
/// let replicate = Replicate::new(config);
///
/// // Construct the inputs.
/// let mut inputs = std::collections::HashMap::new();
/// inputs.insert("prompt", "a 19th century portrait of a wombat gentleman");
///
/// let version = "stability-ai/stable-diffusion:27b93a2413e7f36cd83da926f3656280b2931564ff050bf9575f1fdf9bcd7478";
///
/// // Run the model.
/// let result = replicate.run(version, inputs)?;
///
/// println!("Output : {:?}", result.output);
/// # Ok::<(), replicate_rust::errors::ReplicateError>(())
/// ```
pub fn run<K: serde::Serialize, V: serde::Serialize>(
&self,
version: &str,
inputs: HashMap<K, V>,
) -> Result<GetPrediction, ReplicateError> {
let prediction = Prediction::new(self.config.clone()).create(version, inputs)?;
prediction.wait()
}
}
#[cfg(test)]
mod tests {
use crate::api_definitions::OptionSerdeJson;
use super::*;
use httpmock::{
Method::{GET, POST},
MockServer,
};
use serde_json::json;
#[test]
fn test_run() -> Result<(), ReplicateError> {
let server = MockServer::start();
// Mock the POST response
let post_mock = server.mock(|when, then| {
when.method(POST)
.path("/predictions")
.json_body_obj(&json!({
"version": "v1",
"input": {"text": "world"}
}));
then.status(200).json_body_obj(&json!({
"id": "p1",
"version": "v1",
"urls": {
"get": format!("{}/predictions/p1", server.base_url()),
"cancel": format!("{}/predictions/p1", server.base_url()),
},
"created_at": "2022-04-26T20:00:40.658234Z",
"completed_at": "2022-04-26T20:02:27.648305Z",
"source": "api",
"status": "processing",
"input": {"text": "world"},
"output": None::<String>,
"error": None::<String>,
"logs": None::<String>,
}));
});
// Mock the GET response
let get_mock = server.mock(|when, then| {
when.method(GET).path("/predictions/p1");
then.status(200).json_body_obj(&json!({
"id": "p1",
"version": "v1",
"urls": {
"get": format!("{}/predictions/p1", server.base_url()),
"cancel": format!("{}/predictions/p1", server.base_url()),
},
"created_at": "2022-04-26T20:00:40.658234Z",
"completed_at": "2022-04-26T20:02:27.648305Z",
"source": "api",
"status": "succeeded",
"input": {"text": "world"},
"output": "hello world",
"error": None::<String>,
"logs": "",
}));
});
let config = Config {
auth: String::from("test"),
base_url: server.base_url(),
..Config::default()
};
let replicate = Replicate::new(config);
let mut inputs = std::collections::HashMap::new();
inputs.insert("text", "world");
let result = replicate.run("test/model:v1", inputs)?;
// Assert that the returned value is correct
assert_eq!(
result.output,
OptionSerdeJson(Some(serde_json::to_value("hello world")?))
);
// Ensure the mocks were called as expected
post_mock.assert();
get_mock.assert();
Ok(())
}
}