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
87
88
89
90
91
92
//! Evaluator trait for dataset experiment evaluation.
use async_trait;
use LangfuseError;
use Evaluation;
/// Trait for dataset experiment evaluators.
///
/// Implement this trait to define custom evaluation logic that compares
/// task output against expected output and produces scored evaluations.
///
/// # Example
///
/// ```rust,no_run
/// use langfuse::datasets::evaluator::Evaluator;
/// use langfuse_core::types::{Evaluation, ScoreValue};
/// use langfuse_core::error::LangfuseError;
///
/// struct AccuracyEvaluator;
///
/// #[async_trait::async_trait]
/// impl Evaluator for AccuracyEvaluator {
/// async fn evaluate(
/// &self,
/// output: &serde_json::Value,
/// expected: Option<&serde_json::Value>,
/// ) -> Result<Vec<Evaluation>, LangfuseError> {
/// let score = match expected {
/// Some(exp) if output == exp => 1.0,
/// _ => 0.0,
/// };
/// Ok(vec![Evaluation {
/// name: "accuracy".to_string(),
/// value: ScoreValue::Numeric(score),
/// comment: None,
/// metadata: None,
/// data_type: None,
/// }])
/// }
/// }
/// ```
/// Blanket implementation allowing async closures to be used as evaluators.
///
/// Any function matching the signature
/// `Fn(&Value, Option<&Value>) -> Future<Output = Result<Vec<Evaluation>, LangfuseError>>`
/// automatically implements [`Evaluator`].
///
/// # Example
///
/// ```rust,no_run
/// use langfuse_core::types::{Evaluation, ScoreValue};
/// use langfuse_core::error::LangfuseError;
///
/// let evaluator = |output: &serde_json::Value, expected: Option<&serde_json::Value>| {
/// let score = if expected == Some(output) { 1.0 } else { 0.0 };
/// async move {
/// Ok::<_, LangfuseError>(vec![Evaluation {
/// name: "match".to_string(),
/// value: ScoreValue::Numeric(score),
/// comment: None,
/// metadata: None,
/// data_type: None,
/// }])
/// }
/// };
/// ```