[SIMPL-30451] Distributed execution reference service and container-cluster configuration guide #1
@@ -8,8 +8,10 @@ integration pattern for a Dagster workflow on the Simpl orchestration platform.
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> implementations in this repository. The tightly coupled setup and the loosely
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> coupled **subprocess** transport are verified end to end, including runs
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> launched from the Dagster UI — see [section 5.6](#56-what-a-verified-run-actually-produced).
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> The loosely coupled **Kubernetes** transport is implemented and reviewed but
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> has not yet been run against a cluster; statements specific to it are marked
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> The loosely coupled **Kubernetes** transport was run on sandbox-cat-dat on
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> 2026-08-31 and reached `RUN_SUCCESS`; see the readiness checklist for the
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> evidence. What remains unproven on a cluster is the *tightly* coupled
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> Kubernetes path — `k8s_job_executor` — whose rows stay marked
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> **NOT CLUSTER-VERIFIED**. See [Outstanding work](#8-outstanding-work).
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---
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@@ -378,10 +380,12 @@ empty result. If your cluster's logging setup makes that transport unreliable,
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switch to an object-storage message reader, which needs a bucket plus
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credentials on both sides.
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> **NOT CLUSTER-VERIFIED.** The Kubernetes transport above is implemented and
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> its RBAC and configuration are recorded, but it has not yet been run against a
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> Simpl cluster. The subprocess transport, which exercises the identical payload
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> and the identical message-parsing path, is verified by the test suite.
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> **CLUSTER-VERIFIED 2026-08-31.** Run `cff9b348…` of `loosely_coupled_k8s_job`
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> reached `RUN_SUCCESS` on sandbox-cat-dat. Four payload Jobs were created, one
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> per work unit, and `contributing_hosts` held four distinct payload pod names —
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> so the work demonstrably ran off the orchestrator. The payload's log lines
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> reached the run log, which is the pod log stream serving as the message
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> channel exactly as described above.
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### 5.4 Where setup selection is persisted
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@@ -398,6 +402,7 @@ setting. There is no UI control that switches a workflow between the two pattern
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| `yaml/sandbox/values-sandbox-gitea.yaml` | Sandbox registry coordinates, pull secret, and the SHA both images share |
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| `yaml/loosely-coupled/rbac-pipes-dispatch.yaml` | Permissions required by the dispatching pod |
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| `yaml/loosely-coupled/probe-pipes-k8s.yaml` | Standalone cluster probe for the pipes transport (checklist L4–L9) |
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| `yaml/sandbox/probe-pipes-k8s-sandbox.yaml` | The same probe for sandbox-cat-dat, where project-scoped access forbids creating namespaces and RBAC |
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| `yaml/values-dagster-distributed-execution.yaml` | Code location image and entry point |
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The Launchpad can override *run configuration* — op config, resource config, tags
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@@ -507,17 +512,18 @@ Tracked under SIMPL-30451.
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|---|---|---|
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| Execution-target choices, prerequisites, workflow-level documentation | AC1 | Complete |
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| Comparison, environment-fit indicators, trade-offs | AC2 | Complete |
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| Readiness checklist and evidence mapping | AC3 | Complete; K8s pipes checks not cluster-verified |
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| Misconfiguration symptoms and corrections | AC3 | Complete; K8s pipes symptoms not cluster-verified |
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| Readiness checklist and evidence mapping | AC3 | Complete; tightly coupled K8s executor rows not cluster-verified |
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| Misconfiguration symptoms and corrections | AC3 | Complete; tightly coupled K8s symptoms not cluster-verified |
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| Configuration constructs and persistence | AC4 | Complete |
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| Before-and-after example, tightly coupled | AC4 | Complete |
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| Before-and-after example, switching to loosely coupled | AC4 | Complete |
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| Runnable tightly coupled reference implementations | AC4 | Complete |
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| Runnable loosely coupled reference implementation | AC4 | Complete (subprocess verified, K8s not cluster-run) |
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| Runnable loosely coupled reference implementation | AC4 | Complete (subprocess and Kubernetes transports both verified) |
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| Both images build; payload image passes the isolation check (L11) | Tech details | Complete |
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| Locally runnable jobs launched from the Dagster UI, evidence recorded in section 5.6 | Tech details | Complete |
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| Payload image published to a container registry | Tech details | Complete on the sandbox Gitea registry; the GitLab registry still pending |
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| GitLab pipeline builds both images | Tech details | **Pending** — the shared `ds.gitlab-ci.yml` template builds one image from the root Dockerfile |
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| End-to-end run of `loosely_coupled_k8s_job` on a cluster | Tech details | **Pending** |
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| End-to-end run of `loosely_coupled_k8s_job` on a cluster | Tech details | Complete — sandbox-cat-dat, 2026-08-31, run `cff9b348…`; see the readiness checklist |
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| `distributed-execution` registered as a code location on a platform Dagster | Tech details | **Pending** — blocked on the 1.13.19 vs 1.12.8 control plane skew |
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| Screenshots of UI surfaces | Tech details | **Pending** — needs a deployed platform instance, not a local dev server |
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| Platform architecture document update | Tech details | **Pending** |
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@@ -7,11 +7,11 @@ Run these checks **before the first execution** of a workflow, and again after a
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change to the run launcher, the executor, the target namespace or the code
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location image.
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> **NOT CLUSTER-VERIFIED.** Checks L4–L9 and the Kubernetes rows of section 4.3
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> are derived from the implemented reference but have not yet been run against a
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> Simpl cluster. Checks L1–L3, L10 and L11, which exercise the payload contract,
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> the message-parsing path, per-unit dispatch and image-level isolation, are
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> verified locally.
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> **L4–L10 were cleared on sandbox-cat-dat on 2026-08-31.** Checks L1–L3 and L11,
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> which exercise the payload contract, the message-parsing path and image-level
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> isolation, are verified locally. What remains unverified on a cluster is the
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> **tightly coupled** Kubernetes path — the T rows and the Kubernetes rows of
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> section 4.3 — which uses `k8s_job_executor` rather than the pipes client.
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---
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@@ -46,7 +46,7 @@ location image.
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| L1 | Payload contract is intact | `uv run pytest tests/test_loosely_coupled.py` | `test_payload_does_not_import_dagster` passes — the payload imports `dagster_pipes` only |
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| L2 | Pipes round trip works | Launch `loosely_coupled_subprocess_job` | Run reaches `SUCCESS`; run logs contain the payload's `External payload started on …` line, proving `pipes.log` crossed the channel |
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| L3 | Silence is treated as failure | Same test module | `test_silent_message_path_is_treated_as_failure` passes — an empty message list raises rather than yielding an empty result |
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| L4 | Payload image is pullable by the target cluster | `kubectl -n <payload-ns> run pull-probe --image=<payload-image> --restart=Never --command -- true` | Pod reaches `Completed`; no `ImagePullBackOff`. The sandbox Gitea registry rejects anonymous pulls, so the payload namespace needs its own pull secret — see `yaml/sandbox/values-sandbox-gitea.yaml` |
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| L4 | Payload image is pullable by the target cluster | `kubectl -n <payload-ns> run pull-probe --image=<payload-image> --restart=Never --command -- true` | Pod reaches `Completed`; no `ImagePullBackOff`. Both Gitea images pull anonymously — a bare registry `GET` returns 401, but that is the start of the Docker token handshake, not a refusal |
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| L5 | Dispatcher can create Jobs in the payload namespace | `kubectl -n <payload-ns> auth can-i create jobs --as=system:serviceaccount:dagster:dagster-dev` | Returns `yes` |
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| L6 | Dispatcher can read pod logs — **the message channel** | `kubectl -n <payload-ns> auth can-i get pods/log --as=system:serviceaccount:dagster:dagster-dev` | Returns `yes`. A `no` here breaks reporting *without* failing the workload |
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| L7 | Payload Job is actually created | Launch `loosely_coupled_k8s_job`, then `kubectl -n <payload-ns> get jobs -l app.kubernetes.io/name=distributed-execution-payload` | One Job per dispatch, labelled `dagster/execution-target=loosely-coupled` |
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@@ -63,6 +63,21 @@ throwaway namespace, without deploying a code location or a Dagster control
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plane. Prefer it over assembling the cluster checks by hand: the RBAC it grants
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is exactly the set L5 and L6 ask about, so a failure localises immediately.
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**L4–L10 were cleared on sandbox-cat-dat on 2026-08-31** using the sandbox
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variant `yaml/sandbox/probe-pipes-k8s-sandbox.yaml`. Run
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`cff9b348-bfc3-4ac1-ab51-a94892b8e3a0` reached `RUN_SUCCESS` in `dataprovider01`:
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four payload Jobs, four distinct payload pod hostnames in `contributing_hosts`,
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and the payload's `External payload started on …` lines in the dispatcher's log,
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which is the pod log stream doing its job as the message channel. No credentials
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were needed anywhere.
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One trap the run exposed. The platform's `dagster-svc-account` sets
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`automountServiceAccountToken: false`, and the Dagster chart overrides it to
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`true` on every pod it manages. A hand-written pod that does not is a plausible
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future failure: the pipes client selects in-cluster authentication correctly and
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then fails on `Service token file does not exist`, which points at Kubernetes
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rather than at the omission.
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---
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## 4. Common misconfiguration symptoms
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@@ -101,9 +116,15 @@ is exactly the set L5 and L6 ask about, so a failure localises immediately.
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| Payload receives no `units` | `extras` key mismatch between dispatcher and `pipes.get_extra()` | Both sides must use the same key; a typo yields a `KeyError` inside the payload |
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| Run cancelled in the UI, payload pod keeps running | Cancellation is not propagated to dispatched workloads automatically | `delete_pod_on_completion` handles the normal path; for cancellation, verify orphaned Jobs and add a cleanup sensor |
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> **NOT CLUSTER-VERIFIED.** Rows referencing Kubernetes behaviour follow from the
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> implemented reference and the dagster-k8s API, but have not been observed on a
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> Simpl cluster. Confirm and amend after the first cluster run.
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> **Partly observed.** The pipes rows were exercised on sandbox-cat-dat on
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> 2026-08-31. Rows describing the tightly coupled `k8s_job_executor` still follow
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> from the dagster-k8s API rather than from observation.
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>
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> One symptom the cluster run added, absent from the table above: a service
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> account with `automountServiceAccountToken: false` — which the platform's
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> `dagster-svc-account` uses — makes the pipes client fail with
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> `ConfigException: Service token file does not exist`. It reads as a Kubernetes
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> fault; the fix is `automountServiceAccountToken: true` on the pod.
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---
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@@ -12,33 +12,24 @@
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#
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# --- Before applying -------------------------------------------------------
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#
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# 1. Pull secret. The registry rejects anonymous pulls, so both this pod and the
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# payload Jobs it creates need credentials. Use a token with read:package.
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# Credentials, only if your registry needs them. The Gitea images referenced
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# below do NOT: a bare GET returns 401, but that is the start of the Docker
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# token handshake, and completing it anonymously returns the manifest. A probe
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# pod carrying no credentials pulled and ran on the sandbox on 2026-08-31.
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#
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# kubectl -n distexec-probe create secret docker-registry gitea-registry \
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# --docker-server=gitea.dataprovider01.sandbox-cat-dat.simpl-europe.eu \
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# --docker-username=<gitea-user> \
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# --docker-password=<gitea-token>
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#
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# 2. Payload pods inherit the pull secret from the default service account.
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# PipesK8sClient does not set serviceAccountName on the Jobs it creates, so
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# they run as `default`, and this service does not yet pass imagePullSecrets
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# through base_pod_spec:
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#
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# kubectl -n distexec-probe patch serviceaccount default \
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# -p '{"imagePullSecrets":[{"name":"gitea-registry"}]}'
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#
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# Skip this and the payload pod never starts. That surfaces as the op waiting
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# until pod_wait_timeout, which reads like a hung workload rather than a
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# missing credential.
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#
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# Order does not matter much: apply this file first and the dispatcher pod sits
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# in ImagePullBackOff until the secret appears, then pulls on the kubelet's next
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# retry. The default service account only has to be patched before the first
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# payload Job is created, which is after the dispatcher starts.
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# If you point this at a registry that does require authentication, remember the
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# payload Jobs need it too. PipesK8sClient sets no serviceAccountName, so they
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# run as `default` and inherit nothing from the pod below; patch that account or
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# pass imagePullSecrets through base_pod_spec in dispatch_external_work_k8s. A
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# payload pod that cannot pull leaves the op waiting until pod_wait_timeout,
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# which reads like a hung workload rather than a missing credential.
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#
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# kubectl apply -f yaml/loosely-coupled/probe-pipes-k8s.yaml
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#
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# On sandbox-cat-dat use yaml/sandbox/probe-pipes-k8s-sandbox.yaml instead: that
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# cluster's access is Rancher project-scoped, so this file's namespace and RBAC
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# cannot be created there. The sandbox variant needs neither.
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#
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# `--dry-run=server` reports "namespaces distexec-probe not found" for the four
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# namespaced objects. That is the dry run declining to create the namespace it
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# would need, not a fault in the manifests; `--dry-run=client` passes clean.
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@@ -134,6 +125,10 @@ spec:
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spec:
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restartPolicy: Never
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serviceAccountName: pipes-dispatcher
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# A service account with automountServiceAccountToken: false - which the
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# platform's dagster-svc-account uses - leaves the pipes client selecting
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# in-cluster auth and then failing on "Service token file does not exist".
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automountServiceAccountToken: true
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securityContext:
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runAsNonRoot: true
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runAsUser: 1000
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124
yaml/sandbox/probe-pipes-k8s-sandbox.yaml
Normal file
124
yaml/sandbox/probe-pipes-k8s-sandbox.yaml
Normal file
@@ -0,0 +1,124 @@
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# Sandbox variant of the pipes cluster probe.
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#
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# Runs `loosely_coupled_k8s_job` as a single Job in dataprovider01, reusing the
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# platform's own dagster-svc-account. Use this instead of
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# yaml/loosely-coupled/probe-pipes-k8s.yaml on sandbox-cat-dat.
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#
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# WHY IT LOOKS DIFFERENT. The generic probe creates its own namespace, service
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# account and RBAC. That cannot run here: sandbox access is Rancher
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# project-scoped, so a freshly created namespace belongs to no project and the
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# creator has no rights inside it, and `create roles` is denied in every
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# namespace. Verified with `kubectl auth can-i`, not assumed.
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#
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# It does not need them anyway. The `dagster-role` bound to dagster-svc-account
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# already grants batch/jobs (full verbs), jobs/status, pods, events, and
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# pods/log - exactly the set the pipes client needs. Readiness checks L5 and L6
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# therefore already pass on this cluster; read the live Role to confirm:
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#
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# kubectl -n dataprovider01 get role dagster-role -o yaml
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#
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# WHAT THIS COSTS. Unlike the generic probe this is NOT isolated. It borrows a
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# live service account and leaves payload Jobs in a shared namespace until they
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# are deleted. Nothing it does is persistent, but it is visible to anyone else
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# working in dataprovider01.
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#
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# --- Credentials: none needed ----------------------------------------------
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#
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# Both Gitea images are anonymously pullable. A bare GET to the registry returns
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# 401, which looks like a refusal but is just the start of the Docker token
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# handshake; completing it anonymously and re-requesting the manifest returns
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# 200 for both images. Verify with:
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#
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# TOK=$(curl -sS "https://gitea.dataprovider01.sandbox-cat-dat.simpl-europe.eu/v2/token?service=container_registry&scope=repository:j.r/distributed-execution:pull" | jq -r .token)
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# curl -sS -o /dev/null -w '%{http_code}\n' -H "Authorization: Bearer $TOK" \
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# https://gitea.dataprovider01.sandbox-cat-dat.simpl-europe.eu/v2/j.r/distributed-execution/manifests/5122da4691f9
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#
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# This also means the payload Jobs need nothing: they run as the `default`
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# service account, which carries no pull secret, and do not need one.
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#
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# --- Running ---------------------------------------------------------------
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#
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# kubectl -n dataprovider01 apply -f yaml/sandbox/probe-pipes-k8s-sandbox.yaml
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# kubectl -n dataprovider01 logs -f job/distexec-pipes-probe
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# kubectl -n dataprovider01 get jobs -l app.kubernetes.io/name=distributed-execution-payload
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#
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# --- Teardown --------------------------------------------------------------
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#
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# kubectl -n dataprovider01 delete job distexec-pipes-probe
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# kubectl -n dataprovider01 delete jobs -l app.kubernetes.io/name=distributed-execution-payload
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#
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# VERIFIED 2026-08-31 on sandbox-cat-dat / dataprovider01. Run
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# cff9b348-bfc3-4ac1-ab51-a94892b8e3a0 reached RUN_SUCCESS: four payload Jobs,
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# four distinct payload pod hostnames in contributing_hosts, messages returned
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# over the pod log stream. Checks L4-L10 pass. Torn down afterwards; the
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# namespace was left as it was found.
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apiVersion: batch/v1
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kind: Job
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metadata:
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name: distexec-pipes-probe
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namespace: dataprovider01
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labels:
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app.kubernetes.io/name: distributed-execution
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app.kubernetes.io/component: probe
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spec:
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backoffLimit: 0
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activeDeadlineSeconds: 1800
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template:
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metadata:
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labels:
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app.kubernetes.io/name: distributed-execution
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app.kubernetes.io/component: probe
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spec:
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restartPolicy: Never
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# Already holds jobs + pods/log; this probe grants itself nothing.
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serviceAccountName: dagster-svc-account
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# dagster-svc-account sets automountServiceAccountToken: false, so every
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# pod that uses it must opt back in - the chart does this for its own
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# deployments. Without it the pipes client picks in-cluster auth correctly
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# and then fails on "Service token file does not exist".
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automountServiceAccountToken: true
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securityContext:
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runAsNonRoot: true
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runAsUser: 1000
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runAsGroup: 1000
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fsGroup: 1000
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seccompProfile:
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type: RuntimeDefault
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containers:
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- name: dispatcher
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image: gitea.dataprovider01.sandbox-cat-dat.simpl-europe.eu/j.r/distributed-execution:5122da4691f9
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imagePullPolicy: IfNotPresent
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securityContext:
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allowPrivilegeEscalation: false
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capabilities:
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drop:
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- ALL
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command:
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- dagster
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- job
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- execute
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- -f
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- src/distributed_execution/repository.py
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- -j
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- loosely_coupled_k8s_job
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env:
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- name: DAGSTER_HOME
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value: /dagster-home
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- name: PIPES_PAYLOAD_IMAGE
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value: gitea.dataprovider01.sandbox-cat-dat.simpl-europe.eu/j.r/distributed-execution-payload:5122da4691f9
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- name: PIPES_PAYLOAD_NAMESPACE
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value: dataprovider01
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volumeMounts:
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- name: dagster-home
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mountPath: /dagster-home
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resources:
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requests:
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cpu: 200m
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memory: 512Mi
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limits:
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cpu: "1"
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memory: 1Gi
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volumes:
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- name: dagster-home
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emptyDir: {}
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@@ -1,8 +1,9 @@
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# Sandbox deployment values - Gitea registry.
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#
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# NOT CLUSTER-VERIFIED. These values are written against images that exist and a
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# registry whose auth behaviour was checked, but they have not been applied to a
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# Simpl cluster. Confirm and amend after the first deployment.
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# NOT CLUSTER-VERIFIED. The images and the registry behaviour here are confirmed
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# - a probe pod ran from them on the sandbox on 2026-08-31 - but these values
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# have never been applied as a code location. Registering this service against
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# the sandbox Dagster is still blocked on the version skew below.
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#
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# VERSION SKEW, unresolved. These images carry dagster 1.13.19 (requirements.txt
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# pins no upper bound, so the build took whatever was current). The sandbox
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@@ -21,39 +22,18 @@
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# the version lock: the code location and the payload it dispatches must come
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# from one commit. Bump both together or not at all.
|
||||
#
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||||
# The sandbox Gitea registry requires authentication - an anonymous manifest GET
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||||
# returns 401 - so a pull secret is required in every namespace that pulls either
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||||
# image. Create it with a Gitea access token that has read:package scope:
|
||||
# The Gitea images are anonymously pullable, so NO pull secret is needed. A bare
|
||||
# GET to the registry returns 401, which reads as a refusal but is only the start
|
||||
# of the Docker token handshake; completing it anonymously and re-requesting the
|
||||
# manifest returns 200 for both images. This was confirmed on 2026-08-31, and a
|
||||
# probe pod carrying no credentials pulled and ran on the sandbox.
|
||||
#
|
||||
# kubectl -n <namespace> create secret docker-registry gitea-registry \
|
||||
# --docker-server=gitea.dataprovider01.sandbox-cat-dat.simpl-europe.eu \
|
||||
# --docker-username=<gitea-user> \
|
||||
# --docker-password=<gitea-token>
|
||||
#
|
||||
# The payload namespace needs it too: PipesK8sClient creates that Job, and a
|
||||
# missing pull secret there leaves the op waiting on a pod that never starts,
|
||||
# which surfaces as pod_wait_timeout rather than as an image error.
|
||||
#
|
||||
# PULL SECRET PLACEMENT. Checked against the chart templates in dagster 1.12.8,
|
||||
# which is what the sandbox runs. There is no per-deployment imagePullSecrets
|
||||
# field - deployment-user.yaml reads the SUBCHART value and the run launcher
|
||||
# helper reads the PARENT value - so a pull secret nested under a deployments[]
|
||||
# entry is silently discarded, and the pod fails with ImagePullBackOff against a
|
||||
# values file that looks correct.
|
||||
#
|
||||
# Both keys below therefore apply to every code location in the release, not
|
||||
# just this one. Extra pull secrets are ignored for registries they do not match,
|
||||
# so the existing code locations are unaffected.
|
||||
# An earlier revision of this file required a pull secret on both the deployment
|
||||
# and the run launcher. That was wrong, and wrong in an expensive direction: it
|
||||
# sent the reader looking for credentials that do not exist.
|
||||
|
||||
dagster:
|
||||
# Run pods, webserver and daemon.
|
||||
imagePullSecrets:
|
||||
- name: gitea-registry
|
||||
|
||||
dagster-user-deployments:
|
||||
# Code server pods.
|
||||
imagePullSecrets:
|
||||
- name: gitea-registry
|
||||
deployments:
|
||||
- name: distributed-execution
|
||||
image:
|
||||
@@ -63,8 +43,10 @@ dagster:
|
||||
env:
|
||||
- name: PIPES_PAYLOAD_IMAGE
|
||||
value: gitea.dataprovider01.sandbox-cat-dat.simpl-europe.eu/j.r/distributed-execution-payload:5122da4691f9
|
||||
# The sandbox release is named `dagster` but lives in dataprovider01;
|
||||
# there is no namespace called `dagster` on that cluster.
|
||||
- name: PIPES_PAYLOAD_NAMESPACE
|
||||
value: dagster
|
||||
value: dataprovider01
|
||||
|
||||
runLauncher:
|
||||
config:
|
||||
@@ -75,4 +57,4 @@ dagster:
|
||||
- name: PIPES_PAYLOAD_IMAGE
|
||||
value: gitea.dataprovider01.sandbox-cat-dat.simpl-europe.eu/j.r/distributed-execution-payload:5122da4691f9
|
||||
- name: PIPES_PAYLOAD_NAMESPACE
|
||||
value: dagster
|
||||
value: dataprovider01
|
||||
|
||||
Reference in New Issue
Block a user