1 lightning.finite_horizon.studies.cuda_q1_posthoc

lightning.finite_horizon.studies.cuda_q1_posthoc

Admit the independently pinned CUDA C1 first-run observations.

This is a closed reader for cuda-q1-first-v1, not an alternate generic learning-cycle schema. It authenticates metadata and checkpoint bytes without Torch deserialization, then validates historical fit/history and original-label support. Runtime inference still uses the existing checkpoint verifier, which checks actual tensor update buffers before loading weights.

1.1 Classes

Name	Description
CudaQ1Posthoc	Admitted fixed-weight development observations, never training authority.

1.1.1 CudaQ1Posthoc

lightning.finite_horizon.studies.cuda_q1_posthoc.CudaQ1Posthoc(
    selected,
    final,
    train,
    validation,
    selected_rows,
    final_rows,
    history,
    protocol,
    config,
    fit_receipt,
    result,
    provenance,
)

Admitted fixed-weight development observations, never training authority.

1.1.1.1 Attributes

Name	Description
selected	Historically validation-loss-selected secondary checkpoint.
final	Completed early-stopped final checkpoint; not a fixed-budget comparator.
train	Frozen ordered TRAIN routes; reopening still requires population admission.
validation	Exposed development routes, disjoint from TRAIN physical scenes.
selected_rows	Original selected predictions paired by scene/store/rollout/state identity.
final_rows	Original final predictions on identical candidate and original-label support.
history	Native validated terminal history, preserving native successful-update axes.
protocol	Frozen producer protocol, including source and population seals.
config	Original submitted configuration; execution overrides remain in fit receipt.
fit_receipt	Authenticated executed scorer, module, trainer and dataset contracts.
result	Completed campaign terminal receipt, with original checkpoint summaries.
provenance	Independent source pins and limitations, separate from current inference.

1.2 Functions

Name	Description
read_cuda_q1_posthoc	Admit S01 bytes and closed historical scientific identities.
validate_cuda_q1_posthoc_evaluation	Admit a fresh fixed-checkpoint evaluation against frozen CUDA support.

1.2.1 read_cuda_q1_posthoc

lightning.finite_horizon.studies.cuda_q1_posthoc.read_cuda_q1_posthoc(
    root,
    *,
    source_pin,
)

Admit S01 bytes and closed historical scientific identities.

1.2.1.1 Parameters

Name	Type	Description	Default
root	Path	Explicit local campaign root, without discovery or home expansion.	required
source_pin	dict[str, Any]	Independently retained S01 entry from evidence-access.json; never derive this trust input from the campaign being admitted.	required

1.2.1.2 Returns

Name	Type	Description
	CudaQ1Posthoc	Original paired development observations and sealed checkpoint references.
	CudaQ1Posthoc	TRAIN routes are metadata-bound, not a claim of current store availability.

1.2.1.3 Raises

Name	Type	Description
	ValueError	If bytes, producer revision, native fit/history, population, successful updates, checkpoint role or original-label support differ.
	OSError	If required local source/checkpoint bytes cannot be read.

1.2.2 validate_cuda_q1_posthoc_evaluation

lightning.finite_horizon.studies.cuda_q1_posthoc.validate_cuda_q1_posthoc_evaluation(
    admitted,
    evaluation,
    *,
    split,
    checkpoint,
)

Admit a fresh fixed-checkpoint evaluation against frozen CUDA support.

Full TRAIN uses the explicitly in-sample v2 receipt. Exposed development validation retains v1. Predictions may differ with the recorded inference device and evaluator implementation; original candidate identities, labels, ordering and all population denominators must reproduce the historical protocol exactly. No equality to old prediction-derived metrics is imposed.

1.2.2.1 Returns

Name	Type	Description
	list[dict[str, Any]]	Complete native rows after checkpoint, population and numerical checks.

1.2.2.2 Raises

Name	Type	Description
	ValueError	If receipt roles, provenance, original support or native prediction-derived metrics disagree with their declared contracts.