Documentation Index
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weave / EvaluationLogger
EvaluationLogger enables incremental logging of predictions and scores.
Unlike the traditional Evaluation class which requires upfront dataset and batch processing,
EvaluationLogger allows you to log predictions as they happen, with flexible scoring.
Example
const ev = new EvaluationLogger({name: 'my-eval', dataset: 'my-dataset'});
for (const example of streamingData) {
const output = await myModel.predict(example);
const pred = ev.logPrediction(example, output);
if (shouldScore(output)) {
pred.logScore("accuracy", calculateAccuracy(output));
}
pred.finish();
}
await ev.logSummary();
Table of contents
Constructors
Methods
Constructors
constructor
• new EvaluationLogger(options): EvaluationLogger
Parameters
| Name | Type |
|---|
options | EvaluationLoggerOptions |
Returns
EvaluationLogger
Defined in
evaluationLogger.ts:554
Methods
logPrediction
▸ logPrediction(inputs, output): ScoreLogger
Log a prediction with its input and output (synchronous version).
Creates a predict_and_score call (with child predict call).
Returns a ScoreLogger immediately for adding scores.
This method returns the ScoreLogger synchronously. Operations on the
ScoreLogger (logScore, finish) will be queued and executed when initialization completes.
Parameters
| Name | Type |
|---|
inputs | Record<string, any> |
output | any |
Returns
ScoreLogger
Example
// Fire-and-forget style
const scoreLogger = evalLogger.logPrediction({input: 'test'}, 'output');
scoreLogger.logScore('accuracy', 0.95);
scoreLogger.finish();
await evalLogger.logSummary(); // Waits for everything
Defined in
evaluationLogger.ts:641
logPredictionAsync
▸ logPredictionAsync(inputs, output): Promise<ScoreLogger>
Log a prediction with its input and output (async version).
Like logPrediction() but returns a Promise that resolves when
the prediction call is fully initialized.
Use this if you need to await the initialization before proceeding.
Parameters
| Name | Type |
|---|
inputs | Record<string, any> |
output | any |
Returns
Promise<ScoreLogger>
Example
// Awaitable style
const scoreLogger = await evalLogger.logPredictionAsync({input: 'test'}, 'output');
await scoreLogger.logScore('accuracy', 0.95);
await scoreLogger.finish();
Defined in
evaluationLogger.ts:666
logSummary
▸ logSummary(summary?): Promise<void>
Log a summary and finalize the evaluation.
Creates a summarize call and finishes the evaluate call.
This method can be called without await (fire-and-forget), but internally
it will wait for all pending operations to complete.
Parameters
| Name | Type |
|---|
summary? | Record<string, any> |
Returns
Promise<void>
Defined in
evaluationLogger.ts:767