[backend] Unable to disable cache for pipeline steps

[rmoesbergen]

Environment

• How did you deploy Kubeflow Pipelines (KFP)? Using Kustomize, in GKE

• KFP version: Pipelines version 2.2.0

• KFP SDK version: SDK version 1.8.22 and 2.7.0 (both have this issue)

Steps to reproduce

I have a pipeline like this:

        train_op = (
            train_loader.create_op(
                job_name=job_name,
                account=account,
            )
            .set_caching_options(False)
        )
        train_op.execution_options.caching_strategy.max_cache_staleness = "P0D"

When compiling this pipeline, the Pod still gets these annotations

labels:
    app: kubeflow-job
    pipeline/runid: d2173b95-f465-47ac-a38a-470769c2064b
    pipelines.kubeflow.org/cache_enabled: 'true'
    pipelines.kubeflow.org/cache_id: ''
    pipelines.kubeflow.org/enable_caching: 'false'
  annotations:
    pipelines.kubeflow.org/execution_cache_key: 852f1ec5f95c01d9c0e62b85072fa8092f5f7933e73a08ec96e6ebb74229391e

and no matter what I try, kubeflow keeps caching the steps which makes no sense since our underlying data changes, but the parameters are the same. Also tried all of the suggestions here, including modifying the mutating admission webhook, but nothing works:

https://github.com/kubeflow/pipelines/issues/4857 https://www.kubeflow.org/docs/components/pipelines/v1/overview/caching/ https://www.kubeflow.org/docs/components/pipelines/v2/caching/

The only thing that sort-of works is reverting kubeflow pipelines back to 2.0.5. The annotations are then still there, but somehow kubeflow ignores them and doesn't cache with that version.

Expected result

Kubeflow stops caching when I ask it to.

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