AxBootstrapFewShot

Defined in: https://github.com/ax-llm/ax/blob/9a5a7060a48f9eef46efc680b0cdf6b42bff5df2/src/ax/dsp/optimizers/bootstrapFewshot.ts#L24

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

Extends

AxBaseOptimizer<IN, OUT>

Type Parameters

Type Parameter	Default type
`IN`	`any`
`OUT` extends `AxGenOut`	`any`

Constructors

Constructor

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

Defined in: https://github.com/ax-llm/ax/blob/9a5a7060a48f9eef46efc680b0cdf6b42bff5df2/src/ax/dsp/optimizers/bootstrapFewshot.ts#L39

Parameters

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

Returns

AxBootstrapFewShot<IN, OUT>

Overrides

AxBaseOptimizer.constructor

Methods

compile()

compile(
   program: Readonly<AxGen<IN, OUT>>, 
   metricFn: AxMetricFn, 
options?: AxBootstrapCompileOptions): Promise<AxOptimizerResult<OUT>>;

Defined in: https://github.com/ax-llm/ax/blob/9a5a7060a48f9eef46efc680b0cdf6b42bff5df2/src/ax/dsp/optimizers/bootstrapFewshot.ts#L175

Abstract method that must be implemented by concrete optimizers

Parameters

Parameter	Type
`program`	`Readonly`<`AxGen`<`IN`, `OUT`>>
`metricFn`	`AxMetricFn`
`options?`	`AxBootstrapCompileOptions`

Returns

Promise<AxOptimizerResult<OUT>>

Overrides

AxBaseOptimizer.compile

compilePareto()

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

Defined in: https://github.com/ax-llm/ax/blob/9a5a7060a48f9eef46efc680b0cdf6b42bff5df2/src/ax/dsp/optimizer.ts#L1579

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

Parameters

Parameter	Type	Description
`program`	`Readonly`<`AxGen`<`IN`, `OUT`>>	The program to optimize
`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(
   program: Readonly<AxGen<IN, OUT>>, 
   metricFn: AxMetricFn, 
options?: AxCompileOptions): AsyncIterableIterator<AxOptimizationProgress>;

Defined in: https://github.com/ax-llm/ax/blob/9a5a7060a48f9eef46efc680b0cdf6b42bff5df2/src/ax/dsp/optimizer.ts#L1468

Optimize a program with real-time streaming updates

Parameters

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