mixle.stats.compute.capabilities module

Distribution capability metadata for engine and planner decisions.

delegated_engine_ready(child_engine_ready)[source]

Engines a delegating wrapper (Weighted/Ignored/Transform) may report: the child’s engines capped to the composition-safe set. A no-op for numpy/torch children; it only drops leaf-only engines the wrapper kernel has not been verified to support.

Parameters:

child_engine_ready (tuple[str, ...])

Return type:

tuple[str, …]

class DistributionCapabilities(engine_ready=('numpy',), kernel_status='generic', numpy_only_reason=None)[source]

Bases: object

Runtime capability metadata for a distribution family.

Parameters:
  • engine_ready (tuple[str, ...])

  • kernel_status (str)

  • numpy_only_reason (str | None)

engine_ready: tuple[str, ...] = ('numpy',)
kernel_status: str = 'generic'
numpy_only_reason: str | None = None
supports_engine(engine)[source]

Return whether this metadata allows execution on engine.

Parameters:

engine (Any)

Return type:

bool

property is_permanently_numpy_only: bool

Return true for families intentionally excluded from tensor engines.

register_capabilities(dist_type, capabilities)[source]

Register capability metadata for a distribution class.

Parameters:
  • dist_type (type[Any])

  • capabilities (DistributionCapabilities)

Return type:

None

registered_capability_types()[source]

Return distribution classes with explicitly registered capabilities.

Return type:

tuple[type[Any], …]

numpy_only_distribution_types()[source]

Return families intentionally kept on the NumPy execution path.

This excludes transitional legacy_numpy families: those may gain backend declarations later. The returned families have permanent distribution-owned reasons explaining why generic tensor engines are not a good fit.

Return type:

tuple[type[Any], …]

capabilities_for(x)[source]

Return registered capabilities for a distribution instance or class.

Parameters:

x (Any)

Return type:

DistributionCapabilities

intersect_engine_ready(children, preferred_order=COMPOSITION_ENGINES)[source]

Return the engine names supported by every child distribution.

Parameters:
Return type:

tuple[str, …]

compute_capabilities_from_hook(x)[source]

Compatibility helper for callers that need a direct hook result.

Parameters:

x (Any)

Return type:

DistributionCapabilities

supported_engines(x)[source]

Return engine names supported by a distribution instance or class.

Parameters:

x (Any)

Return type:

tuple[str, …]