#![forbid(unsafe_code)]
#![doc = include_str!("../README.md")]
use core::{fmt, str::FromStr};
use std::error::Error;
pub mod prelude {
pub use crate::{
MlArtifactUri, MlExperimentError, MlExperimentId, MlExperimentName, MlExperimentStage,
MlParameterName, MlParameterValue, MlRunId, MlRunStatus, MlRunTag, MlTrackingBackendKind,
};
}
macro_rules! experiment_text_newtype {
($name:ident) => {
#[derive(Clone, Debug, Eq, Hash, Ord, PartialEq, PartialOrd)]
pub struct $name(String);
impl $name {
pub fn new(value: impl AsRef<str>) -> Result<Self, MlExperimentError> {
non_empty_text(value).map(Self)
}
pub fn as_str(&self) -> &str {
&self.0
}
}
impl AsRef<str> for $name {
fn as_ref(&self) -> &str {
self.as_str()
}
}
impl fmt::Display for $name {
fn fmt(&self, formatter: &mut fmt::Formatter<'_>) -> fmt::Result {
formatter.write_str(self.as_str())
}
}
impl FromStr for $name {
type Err = MlExperimentError;
fn from_str(value: &str) -> Result<Self, Self::Err> {
Self::new(value)
}
}
impl TryFrom<&str> for $name {
type Error = MlExperimentError;
fn try_from(value: &str) -> Result<Self, Self::Error> {
Self::new(value)
}
}
};
}
macro_rules! experiment_enum {
($name:ident { $($variant:ident => $label:literal),+ $(,)? }) => {
#[derive(Clone, Copy, Debug, Eq, Hash, Ord, PartialEq, PartialOrd)]
pub enum $name {
$($variant),+
}
impl $name {
pub const fn as_str(self) -> &'static str {
match self {
$(Self::$variant => $label),+
}
}
}
impl fmt::Display for $name {
fn fmt(&self, formatter: &mut fmt::Formatter<'_>) -> fmt::Result {
formatter.write_str(self.as_str())
}
}
impl FromStr for $name {
type Err = MlExperimentError;
fn from_str(value: &str) -> Result<Self, Self::Err> {
match normalized_label(value)?.as_str() {
$($label => Ok(Self::$variant),)+
_ => Err(MlExperimentError::UnknownLabel),
}
}
}
};
}
experiment_text_newtype!(MlExperimentName);
experiment_text_newtype!(MlExperimentId);
experiment_text_newtype!(MlRunId);
experiment_text_newtype!(MlRunTag);
experiment_text_newtype!(MlParameterName);
experiment_text_newtype!(MlParameterValue);
experiment_text_newtype!(MlArtifactUri);
experiment_enum!(MlRunStatus {
Scheduled => "scheduled",
Running => "running",
Finished => "finished",
Failed => "failed",
Killed => "killed",
Cancelled => "cancelled",
Unknown => "unknown",
});
experiment_enum!(MlTrackingBackendKind {
Local => "local",
FileStore => "file-store",
Sql => "sql",
MlflowLike => "mlflow-like",
WeightsAndBiasesLike => "weights-and-biases-like",
NeptuneLike => "neptune-like",
Custom => "custom",
});
experiment_enum!(MlExperimentStage {
Exploration => "exploration",
Baseline => "baseline",
Tuning => "tuning",
Candidate => "candidate",
Validation => "validation",
ProductionCandidate => "production-candidate",
Archived => "archived",
});
#[derive(Clone, Copy, Debug, Eq, PartialEq)]
pub enum MlExperimentError {
Empty,
UnknownLabel,
}
impl fmt::Display for MlExperimentError {
fn fmt(&self, formatter: &mut fmt::Formatter<'_>) -> fmt::Result {
match self {
Self::Empty => formatter.write_str("ML experiment metadata text cannot be empty"),
Self::UnknownLabel => formatter.write_str("unknown ML experiment metadata label"),
}
}
}
impl Error for MlExperimentError {}
fn non_empty_text(value: impl AsRef<str>) -> Result<String, MlExperimentError> {
let trimmed = value.as_ref().trim();
if trimmed.is_empty() {
Err(MlExperimentError::Empty)
} else {
Ok(trimmed.to_string())
}
}
fn normalized_label(value: &str) -> Result<String, MlExperimentError> {
let trimmed = value.trim();
if trimmed.is_empty() {
Err(MlExperimentError::Empty)
} else {
Ok(trimmed.to_ascii_lowercase().replace(['_', ' '], "-"))
}
}
#[cfg(test)]
mod tests {
use super::{
MlExperimentError, MlExperimentName, MlExperimentStage, MlRunId, MlRunStatus,
MlTrackingBackendKind,
};
#[test]
fn validates_experiment_names_and_run_ids() -> Result<(), MlExperimentError> {
let experiment = MlExperimentName::new(" baseline ")?;
let run = MlRunId::new("run-001")?;
assert_eq!(experiment.as_str(), "baseline");
assert_eq!(run.as_str(), "run-001");
assert_eq!(MlExperimentName::new(" "), Err(MlExperimentError::Empty));
Ok(())
}
#[test]
fn displays_and_parses_experiment_enums() -> Result<(), MlExperimentError> {
assert_eq!("finished".parse::<MlRunStatus>()?, MlRunStatus::Finished);
assert_eq!(
"weights and biases like".parse::<MlTrackingBackendKind>()?,
MlTrackingBackendKind::WeightsAndBiasesLike
);
assert_eq!(
"production candidate".parse::<MlExperimentStage>()?,
MlExperimentStage::ProductionCandidate
);
Ok(())
}
}