AxMiPRO

Defined in: https://github.com/ax-llm/ax/blob/9a5a7060a48f9eef46efc680b0cdf6b42bff5df2/src/ax/dsp/optimizers/miproV2.ts#L37

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` extends `AxGenIn`	`AxGenIn`
`OUT` extends `AxGenOut`	`AxGenOut`

Constructors

Constructor

new AxMiPRO<IN, OUT>(args: Readonly<AxOptimizerArgs>): AxMiPRO<IN, OUT>;

Defined in: https://github.com/ax-llm/ax/blob/9a5a7060a48f9eef46efc680b0cdf6b42bff5df2/src/ax/dsp/optimizers/miproV2.ts#L75

Parameters

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

Returns

AxMiPRO<IN, OUT>

Overrides

AxBaseOptimizer.constructor

Methods

compile()

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

Defined in: https://github.com/ax-llm/ax/blob/9a5a7060a48f9eef46efc680b0cdf6b42bff5df2/src/ax/dsp/optimizers/miproV2.ts#L745

The main compile method to run MIPROv2 optimization

Parameters

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

Returns

Promise<AxMiPROResult<IN, 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

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/9a5a7060a48f9eef46efc680b0cdf6b42bff5df2/src/ax/dsp/optimizers/miproV2.ts#L129

Configures the optimizer for light, medium, or heavy optimization

Parameters

Parameter	Type	Description
`level`	`"medium"` \| `"light"` \| `"heavy"`	The optimization level: “light”, “medium”, or “heavy”

Returns

void

getConfiguration()

getConfiguration(): Record<string, unknown>;

Defined in: https://github.com/ax-llm/ax/blob/9a5a7060a48f9eef46efc680b0cdf6b42bff5df2/src/ax/dsp/optimizers/miproV2.ts#L976

Get optimizer-specific configuration

Returns

Record<string, unknown>

Current optimizer configuration

getStats()

getStats(): AxOptimizationStats;

Defined in: https://github.com/ax-llm/ax/blob/9a5a7060a48f9eef46efc680b0cdf6b42bff5df2/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/9a5a7060a48f9eef46efc680b0cdf6b42bff5df2/src/ax/dsp/optimizers/miproV2.ts#L1040

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/9a5a7060a48f9eef46efc680b0cdf6b42bff5df2/src/ax/dsp/optimizers/miproV2.ts#L1003

Update optimizer configuration

Parameters

Parameter	Type	Description
`config`	`Readonly`<`Record`<`string`, `unknown`>>	New configuration to merge with existing

Returns

void

validateProgram()

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

Defined in: https://github.com/ax-llm/ax/blob/9a5a7060a48f9eef46efc680b0cdf6b42bff5df2/src/ax/dsp/optimizers/miproV2.ts#L1055

Validate that the optimizer can handle the given program

Parameters

Parameter	Type
`_program`	`Readonly`<`AxGen`<`IN`, `OUT`>>

Returns

object

Validation result with any issues found

Name	Type
`issues`	`string`[]
`isValid`	`boolean`
`suggestions`	`string`[]