AxMiPRO

Defined in: https://github.com/ax-llm/ax/blob/8dfd0ce02b8cb386fb2c93fa280a2ec0da2d6011/src/ax/dsp/optimizers/miproV2.ts#L42

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

Extends

• AxBaseOptimizer

Constructors

Constructor

new AxMiPRO(args: Readonly<AxOptimizerArgs>): AxMiPRO;

Defined in: https://github.com/ax-llm/ax/blob/8dfd0ce02b8cb386fb2c93fa280a2ec0da2d6011/src/ax/dsp/optimizers/miproV2.ts#L81

Parameters

Returns

AxMiPRO

Overrides

AxBaseOptimizer.constructor

Methods

compile()

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

Defined in: https://github.com/ax-llm/ax/blob/8dfd0ce02b8cb386fb2c93fa280a2ec0da2d6011/src/ax/dsp/optimizers/miproV2.ts#L523

The main compile method to run MIPROv2 optimization

Type Parameters

Parameters

Returns

Promise<AxMiPROResult<IN, 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

Parameters

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

Parameters

Returns

AsyncIterableIterator<AxOptimizationProgress>

Async iterator yielding optimization progress

Inherited from

AxBaseOptimizer.compileStream

configureAuto()

configureAuto(level: "medium" | "light" | "heavy"): void;

Defined in: https://github.com/ax-llm/ax/blob/8dfd0ce02b8cb386fb2c93fa280a2ec0da2d6011/src/ax/dsp/optimizers/miproV2.ts#L175

Configures the optimizer for light, medium, or heavy optimization

Parameters

Returns

void

getConfiguration()

getConfiguration(): Record<string, unknown>;

Defined in: https://github.com/ax-llm/ax/blob/8dfd0ce02b8cb386fb2c93fa280a2ec0da2d6011/src/ax/dsp/optimizers/miproV2.ts#L594

Get optimizer-specific configuration

Returns

Record<string, unknown>

Current optimizer configuration

getStats()

getStats(): AxOptimizationStats;

Defined in: https://github.com/ax-llm/ax/blob/8dfd0ce02b8cb386fb2c93fa280a2ec0da2d6011/src/ax/dsp/optimizer.ts#L2492

Get current optimization statistics

Returns

AxOptimizationStats

Current optimization statistics

Inherited from

AxBaseOptimizer.getStats

reset()

reset(): void;

Defined in: https://github.com/ax-llm/ax/blob/8dfd0ce02b8cb386fb2c93fa280a2ec0da2d6011/src/ax/dsp/optimizers/miproV2.ts#L658

Reset optimizer state for reuse with different programs

Returns

void

Overrides

AxBaseOptimizer.reset

updateConfiguration()

updateConfiguration(config: Readonly<Record<string, unknown>>): void;

Defined in: https://github.com/ax-llm/ax/blob/8dfd0ce02b8cb386fb2c93fa280a2ec0da2d6011/src/ax/dsp/optimizers/miproV2.ts#L621

Update optimizer configuration

Parameters

Returns

void

validateProgram()

validateProgram<IN, OUT>(_program: Readonly<AxGen<IN, OUT>>): object;

Defined in: https://github.com/ax-llm/ax/blob/8dfd0ce02b8cb386fb2c93fa280a2ec0da2d6011/src/ax/dsp/optimizers/miproV2.ts#L669

Validate that the optimizer can handle the given program

Type Parameters

Parameters

Returns

object

Validation result with any issues found