AxBootstrapFewShot

Defined in: https://github.com/ax-llm/ax/blob/8dfd0ce02b8cb386fb2c93fa280a2ec0da2d6011/src/ax/dsp/optimizers/bootstrapFewshot.ts#L28

Abstract base class for optimizers that provides common functionality and standardized handling of AxOptimizerArgs

Extends

AxBaseOptimizer

Constructors

Constructor

new AxBootstrapFewShot(args: Readonly<AxOptimizerArgs & object>): AxBootstrapFewShot;

Defined in: https://github.com/ax-llm/ax/blob/8dfd0ce02b8cb386fb2c93fa280a2ec0da2d6011/src/ax/dsp/optimizers/bootstrapFewshot.ts#L40

Parameters

Parameter	Type
`args`	`Readonly`<`AxOptimizerArgs` & `object`>

Returns

AxBootstrapFewShot

Overrides

AxBaseOptimizer.constructor

Methods

compile()

compile<IN, OUT>(
   program: Readonly<AxGen<IN, OUT>>, 
   examples: readonly AxTypedExample<IN>[], 
   metricFn: AxMetricFn, 
options?: AxCompileOptions): Promise<AxOptimizerResult<OUT>>;

Defined in: https://github.com/ax-llm/ax/blob/8dfd0ce02b8cb386fb2c93fa280a2ec0da2d6011/src/ax/dsp/optimizers/bootstrapFewshot.ts#L183

Abstract method that must be implemented by concrete optimizers

Type Parameters

Type Parameter
`IN`
`OUT` extends `AxGenOut`

Parameters

Parameter	Type
`program`	`Readonly`<`AxGen`<`IN`, `OUT`>>
`examples`	readonly `AxTypedExample`<`IN`>[]
`metricFn`	`AxMetricFn`
`options?`	`AxCompileOptions`

Returns

Promise<AxOptimizerResult<OUT>>

Overrides

AxBaseOptimizer.compile

compilePareto()

compilePareto<IN, OUT>(
   program: Readonly<AxGen<IN, OUT>>, 
   examples: readonly AxTypedExample<IN>[], 
   metricFn: AxMultiMetricFn, 
options?: AxCompileOptions): Promise<AxParetoResult<OUT>>;

Defined in: https://github.com/ax-llm/ax/blob/8dfd0ce02b8cb386fb2c93fa280a2ec0da2d6011/src/ax/dsp/optimizer.ts#L1559

Multi-objective optimization using Pareto frontier Default implementation that leverages the single-objective compile method

Type Parameters

Type Parameter
`IN`
`OUT` extends `AxGenOut`

Parameters

Parameter	Type	Description
`program`	`Readonly`<`AxGen`<`IN`, `OUT`>>	The program to optimize
`examples`	readonly `AxTypedExample`<`IN`>[]	Training examples
`metricFn`	`AxMultiMetricFn`	Multi-objective metric function that returns multiple scores
`options?`	`AxCompileOptions`	Optional configuration options

Returns

Promise<AxParetoResult<OUT>>

Pareto optimization result with frontier of non-dominated solutions

Inherited from

AxBaseOptimizer.compilePareto

compileStream()

compileStream<IN, OUT>(
   program: Readonly<AxGen<IN, OUT>>, 
   examples: readonly AxTypedExample<IN>[], 
   metricFn: AxMetricFn, 
options?: AxCompileOptions): AsyncIterableIterator<AxOptimizationProgress>;

Defined in: https://github.com/ax-llm/ax/blob/8dfd0ce02b8cb386fb2c93fa280a2ec0da2d6011/src/ax/dsp/optimizer.ts#L1446

Optimize a program with real-time streaming updates

Type Parameters

Type Parameter
`IN`
`OUT` extends `AxGenOut`

Parameters

Parameter	Type	Description
`program`	`Readonly`<`AxGen`<`IN`, `OUT`>>	The program to optimize
`examples`	readonly `AxTypedExample`<`IN`>[]	Training examples
`metricFn`	`AxMetricFn`	Evaluation metric function
`options?`	`AxCompileOptions`	Optional configuration options