[llmd] Rework the test harness and its surrounding by kpouget · Pull Request #69 · openshift-psap/forge

kpouget · 2026-06-02T19:07:36Z

Summary by CodeRabbit

Release Notes

New Features
- Added HuggingFace model cache preparation with token authentication support
- Added smoke request testing framework for inference validation
- Enhanced LLM inference service deployment with gateway and scheduler profile support
- Added GPU operator and Node Feature Discovery (NFD) bootstrapping tooling
- Added Tekton pipeline notification controls and configurable artifact exports
Improvements
- Refactored vault configuration to support mandatory and optional vault categories
- Enhanced cluster resource cleanup with selective and comprehensive deletion modes
- Improved diagnostics capture for inference services and cluster state

openshift-ci · 2026-06-02T19:07:41Z

[APPROVALNOTIFIER] This PR is NOT APPROVED

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coderabbitai · 2026-06-02T19:07:51Z

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ℹ️ Review info

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 8da4bdc6-76d4-4455-8a90-36f3c584cf87

📥 Commits

Reviewing files that changed from the base of the PR and between f501cbc and c54af5a.

📒 Files selected for processing (54)

docs/toolbox/dsl.md
fournos/gitops/base/workflows/pipeline-prepare-only.yaml
fournos/gitops/base/workflows/pipeline-prepare-test.yaml
fournos/gitops/base/workflows/task-forge-step.yaml
projects/cluster/toolbox/cluster_deploy_operator/main.py
projects/cluster/toolbox/deploy_custom_catalog/main.py
projects/cluster/toolbox/wait_for_crds/main.py
projects/core/ci_entrypoint/prepare_ci.py
projects/core/dsl/runtime.py
projects/core/dsl/shell.py
projects/core/dsl/task.py
projects/core/dsl/toolbox.py
projects/core/dsl/utils/k8s.py
projects/core/library/run.py
projects/core/orchestration/__init__.py
projects/core/orchestration/utils/__init__.py
projects/core/orchestration/utils/k8s.py
projects/gpu_operator/toolbox/bootstrap_gpu_clusterpolicy/main.py
projects/gpu_operator/toolbox/bootstrap_nfd_instance/main.py
projects/guidellm/toolbox/run_guidellm_benchmark/main.py
projects/guidellm/toolbox/run_guidellm_benchmark/templates/guidellm_copy_pod.yaml.j2
projects/guidellm/toolbox/run_guidellm_benchmark/templates/guidellm_job.yaml.j2
projects/guidellm/toolbox/run_guidellm_benchmark/templates/guidellm_pvc.yaml.j2
projects/guidellm/toolbox/run_guidellm_benchmark/utils.py
projects/guidellm/toolbox/run_smoke_request/main.py
projects/guidellm/toolbox/run_smoke_request/utils.py
projects/jump_ci/testing/test.py
projects/kserve/toolbox/deploy_llmisvc/main.py
projects/kserve/toolbox/deploy_llmisvc/utils.py
projects/kserve/toolbox/ensure_gateway/main.py
projects/kserve/toolbox/prepare_hf_model_cache/main.py
projects/kserve/toolbox/prepare_hf_model_cache/templates/verify_pod_override.yaml.j2
projects/kserve/toolbox/prepare_hf_model_cache/utils.py
projects/legacy/library/run.py
projects/llm_d/orchestration/ci.py
projects/llm_d/orchestration/cleanup_phase.py
projects/llm_d/orchestration/cli.py
projects/llm_d/orchestration/config.d/platform.yaml
projects/llm_d/orchestration/config.d/runtime.yaml
projects/llm_d/orchestration/config.d/workloads.yaml
projects/llm_d/orchestration/config.yaml
projects/llm_d/orchestration/manifests/datasciencecluster.yaml
projects/llm_d/orchestration/manifests/gpu-clusterpolicy.yaml
projects/llm_d/orchestration/manifests/nfd-nodefeaturediscovery.yaml
projects/llm_d/orchestration/phase_inputs.py
projects/llm_d/orchestration/prepare_phase.py
projects/llm_d/orchestration/runtime_config.py
projects/llm_d/orchestration/test_phase.py
projects/llm_d/orchestration/utils.py
projects/llm_d/toolbox/capture_prepare_state/main.py
projects/llm_d/toolbox/cleanup_test_resources/main.py
projects/rhoai/toolbox/apply_datasciencecluster/main.py
projects/rhoai/toolbox/wait_datasciencecluster_ready/main.py
pyproject.toml

📝 Walkthrough

Walkthrough

Broad refactor: new DSL/k8s helpers, retry/logging tweaks, and entrypoint migration. Removed legacy llm_d runtime, added RHOAI/KServe/HF cache toolboxes, updated orchestration to runtime_config, and introduced Tekton prepare-only pipeline plus notification controls.

Changes

Unified orchestration and tooling refactor

Layer / File(s)	Summary
End-to-end refactor: DSL, utilities, orchestration, and toolboxes `fournos/gitops/...`, `projects/core/...`, `projects/cluster/...`, `projects/gpu_operator/...`, `projects/guidellm/...`, `projects/kserve/...`, `projects/rhoai/...`, `projects/llm_d/...`, `vaults/psap-forge-hf.yaml`	Adds Tekton prepare-only pipeline and task param; extends DSL logging/retry/shell; introduces k8s utils; migrates many toolboxes to `@entrypoint`; adds RHOAI/KServe/HF-cache flows; refactors llm_d orchestration to new runtime_config; removes legacy llm_d runtime/manifests/tests; updates configs and vault.

Estimated code review effort

🎯 5 (Critical) | ⏱️ ~120 minutes

Possibly related PRs

openshift-psap/forge#35 — Also modifies DSL task execution/retry logic, overlapping with this PR’s retry/interrupt updates.
openshift-psap/forge#18 — Earlier work on vault framework extended here with strict-validation and new init parameters.
openshift-psap/forge#26 — Adjusts DSL runtime context handling, related to this PR’s execution metadata/logging changes.

Poem

A rabbit taps the Tekton drum—prepare, then stash the art,
New DSL wands wave “oc” spells, retries smart and tart.
KServe gates swing open wide, RHOAI lights the way,
HF caches hum and glow, pods dance in array.
With footprints small but swift—hop!—the cluster’s set today. 🐇✨

✨ Finishing Touches

🧪 Generate unit tests (beta)

Create PR with unit tests

kpouget · 2026-06-02T19:15:45Z

/test fournos llm_d
/cluster athena-fire
/pipeline forge-prepare-only

psap-forge-bot · 2026-06-02T19:18:47Z

🔴 Test of 'fournos_launcher submit' failed after 00 hours 02 minutes 11 seconds 🔴

• Link to the test results.

• No reports generated...

Test configuration:

/test fournos llm_d
/cluster athena-fire
/pipeline forge-prepare-only

• Failure indicator: Empty.
• Execution logs

kpouget · 2026-06-02T19:27:04Z

/test fournos llm_d
/cluster athena-fire
/pipeline forge-prepare-only

psap-forge-bot · 2026-06-02T19:29:53Z

🔴 Test of 'llm_d export-artifacts' failed after 00 hours 00 minutes 00 seconds 🔴

• Link to the test results.

• No reports generated...

Test configuration:

ci_job.cluster: athena-fire
ci_job.exclusive: true
ci_job.fjob: forge-llm-d-20260602-192840
ci_job.name: llm_d
ci_job.owner: kpouget
project.args: []
project.name: llm_d

• Failure indicator:

## /workspace/artifacts/001__export-artifacts/FAILURE 
--- 📍RuntimeError STACKTRACE ---
--- 📍VaultManager not initialized. Call vault.init() first.

   Traceback (most recent call last):
     File "/app/forge/projects/core/library/ci.py", line 100, in wrapper
       exit_code = command_func(*args, **kwargs)
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/core/library/export.py", line 117, in caliper_export_command
       status = run_caliper_orchestration_export(artifact_directory=artifact_directory)
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/core/library/export.py", line 101, in run_caliper_orchestration_export
       return run_from_orchestration_config(caliper_cfg)
              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/caliper/orchestration/export.py", line 76, in run_from_orchestration_config
       mlflow_secrets_path = vault_lib.get_vault_content_path(vault_name, vault_mlflow_secret)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/core/library/vault.py", line 471, in get_vault_content_path
       return get_vault_manager().get_vault_content_path(vault_name, content_name)
              ^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/core/library/vault.py", line 457, in get_vault_manager
       raise RuntimeError("VaultManager not initialized. Call vault.init() first.")
   RuntimeError: VaultManager not initialized. Call vault.init() first.

[...]

• Execution logs

psap-forge-bot · 2026-06-02T19:30:08Z

🔴 Test of 'fournos_launcher submit' failed after 00 hours 01 minutes 30 seconds 🔴

• Link to the test results.

• No reports generated...

Test configuration:

/test fournos llm_d
/cluster athena-fire
/pipeline forge-prepare-only

• Failure indicator: Empty.
• Execution logs

psap-forge-bot · 2026-06-02T19:36:38Z

🔴 Test of 'llm_d export-artifacts' failed after 00 hours 00 minutes 00 seconds 🔴

• Link to the test results.

• No reports generated...

Test configuration:

ci_job.cluster: athena-fire
ci_job.exclusive: true
ci_job.fjob: forge-llm-d-20260602-192840
ci_job.name: llm_d
ci_job.owner: kpouget
project.args: []
project.name: llm_d

• Failure indicator:

## /workspace/artifacts/001__export-artifacts/FAILURE 
--- 📍RuntimeError STACKTRACE ---
--- 📍VaultManager not initialized. Call vault.init() first.

   Traceback (most recent call last):
     File "/app/forge/projects/core/library/ci.py", line 100, in wrapper
       exit_code = command_func(*args, **kwargs)
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/core/library/export.py", line 117, in caliper_export_command
       status = run_caliper_orchestration_export(artifact_directory=artifact_directory)
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/core/library/export.py", line 101, in run_caliper_orchestration_export
       return run_from_orchestration_config(caliper_cfg)
              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/caliper/orchestration/export.py", line 76, in run_from_orchestration_config
       mlflow_secrets_path = vault_lib.get_vault_content_path(vault_name, vault_mlflow_secret)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/core/library/vault.py", line 471, in get_vault_content_path
       return get_vault_manager().get_vault_content_path(vault_name, content_name)
              ^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/core/library/vault.py", line 457, in get_vault_manager
       raise RuntimeError("VaultManager not initialized. Call vault.init() first.")
   RuntimeError: VaultManager not initialized. Call vault.init() first.

[...]

• Execution logs

kpouget · 2026-06-02T19:44:04Z

/test fournos llm_d
/cluster athena-fire
/pipeline forge-prepare-only

psap-forge-bot · 2026-06-02T19:45:58Z

🔴 Test of 'llm_d export-artifacts' failed after 00 hours 00 minutes 00 seconds 🔴

• Link to the test results.

• No reports generated...

Test configuration:

ci_job.cluster: athena-fire
ci_job.exclusive: true
ci_job.fjob: forge-llm-d-20260602-194445
ci_job.name: llm_d
ci_job.owner: kpouget
project.args: []
project.name: llm_d

• Failure indicator:

## /workspace/artifacts/001__export-artifacts/FAILURE 
--- 📍RuntimeError STACKTRACE ---
--- 📍VaultManager not initialized. Call vault.init() first.

   Traceback (most recent call last):
     File "/app/forge/projects/core/library/ci.py", line 100, in wrapper
       exit_code = command_func(*args, **kwargs)
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/core/library/export.py", line 117, in caliper_export_command
       status = run_caliper_orchestration_export(artifact_directory=artifact_directory)
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/core/library/export.py", line 101, in run_caliper_orchestration_export
       return run_from_orchestration_config(caliper_cfg)
              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/caliper/orchestration/export.py", line 76, in run_from_orchestration_config
       mlflow_secrets_path = vault_lib.get_vault_content_path(vault_name, vault_mlflow_secret)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/core/library/vault.py", line 471, in get_vault_content_path
       return get_vault_manager().get_vault_content_path(vault_name, content_name)
              ^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/core/library/vault.py", line 457, in get_vault_manager
       raise RuntimeError("VaultManager not initialized. Call vault.init() first.")
   RuntimeError: VaultManager not initialized. Call vault.init() first.

[...]

• Execution logs

psap-forge-bot · 2026-06-02T19:46:15Z

🔴 Test of 'fournos_launcher submit' failed after 00 hours 01 minutes 31 seconds 🔴

• Link to the test results.

• No reports generated...

Test configuration:

/test fournos llm_d
/cluster athena-fire
/pipeline forge-prepare-only

• Failure indicator: Empty.
• Execution logs

kpouget · 2026-06-02T19:54:35Z

/test fournos llm_d
/cluster athena-fire
/pipeline forge-prepare-only

psap-forge-bot · 2026-06-02T19:57:08Z

🟢 Test of 'fournos_launcher submit' succeeded after 00 hours 01 minutes 52 seconds 🟢

• Link to the test results.

• No reports generated...

Test configuration:

/test fournos llm_d
/cluster athena-fire
/pipeline forge-prepare-only

• Execution logs

kpouget · 2026-06-03T05:55:35Z

/test fournos llm_d
/cluster athena-fire
/pipeline forge-prepare-only

psap-forge-bot · 2026-06-03T05:57:08Z

🔴 Test of 'llm_d prepare' failed after 00 hours 00 minutes 08 seconds 🔴

• Link to the test results.

• No reports generated...

Test configuration:

ci_job.cluster: athena-fire
ci_job.exclusive: true
ci_job.fjob: forge-llm-d-20260603-055615
ci_job.name: llm_d
ci_job.owner: kpouget
project.args: []
project.name: llm_d

• Failure indicator:

## /workspace/artifacts/000__prepare/FAILURE 
--- 📍KeyError STACKTRACE ---
--- 📍'wait_timeout_seconds'

   Traceback (most recent call last):
     File "/app/forge/projects/core/library/ci.py", line 100, in wrapper
       exit_code = command_func(*args, **kwargs)
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/llm_d/orchestration/ci.py", line 249, in prepare
       return run_prepare_phase()
              ^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/llm_d/orchestration/ci.py", line 118, in run_prepare_phase
       return run_prepare_sequence()
              ^^^^^^^^^^^^^^^^^^^^^^
     File "/app/forge/projects/llm_d/orchestration/prepare_sequence.py", line 14, in run_prepare_sequence
       prepare_phase.prepare_nfd()
     File "/app/forge/projects/llm_d/orchestration/prepare_phase.py", line 132, in prepare_nfd
       timeout_seconds=operator_spec["wait_timeout_seconds"],
                       ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
   KeyError: 'wait_timeout_seconds'

[...]

• Execution logs

psap-forge-bot · 2026-06-03T05:57:43Z

🔴 Test of 'fournos_launcher submit' failed after 00 hours 01 minutes 29 seconds 🔴

• Link to the test results.

• No reports generated...

Test configuration:

/test fournos llm_d
/cluster athena-fire
/pipeline forge-prepare-only

• Failure indicator: Empty.
• Execution logs

kpouget · 2026-06-03T10:05:49Z

/test fournos llm_d
/cluster athena-fire
/pipeline forge-prepare-only

psap-forge-bot · 2026-06-03T10:08:16Z

🟢 Test of 'fournos_launcher submit' succeeded after 00 hours 01 minutes 39 seconds 🟢

• Link to the test results.

• No reports generated...

Test configuration:

/test fournos llm_d
/cluster athena-fire
/pipeline forge-prepare-only

• Execution logs

kpouget · 2026-06-03T16:42:13Z

/test fournos llm_d
/cluster athena-fire
/pipeline forge-test-only

psap-forge-bot · 2026-06-03T16:55:40Z

🟢 Test of 'llm_d test' succeeded after 00 hours 11 minutes 56 seconds 🟢

• Link to the test results.

• No reports generated...

Test configuration:

ci_job.cluster: athena-fire
ci_job.exclusive: true
ci_job.fjob: forge-llm-d-20260603-164257
ci_job.name: llm_d
ci_job.owner: kpouget
project.args: []
project.name: llm_d

• Execution logs

psap-forge-bot · 2026-06-03T16:56:15Z

🟢 Test of 'fournos_launcher submit' succeeded after 00 hours 13 minutes 19 seconds 🟢

• Link to the test results.

• No reports generated...

Test configuration:

/test fournos llm_d
/cluster athena-fire
/pipeline forge-test-only

• Execution logs

kpouget · 2026-06-03T19:22:39Z

/test fournos llm_d
/cluster athena-fire
/pipeline forge-prepare-test

psap-forge-bot · 2026-06-03T19:31:51Z

🟢 Test of 'llm_d test' succeeded after 00 hours 06 minutes 16 seconds 🟢

• Link to the test results.

• No reports generated...

Test configuration:

ci_job.cluster: athena-fire
ci_job.exclusive: true
ci_job.fjob: forge-llm-d-20260603-192323
ci_job.name: llm_d
ci_job.owner: kpouget
project.args: []
project.name: llm_d

• Execution logs

psap-forge-bot · 2026-06-03T19:32:28Z

🟢 Test of 'fournos_launcher submit' succeeded after 00 hours 09 minutes 06 seconds 🟢

• Link to the test results.

• No reports generated...

Test configuration:

/test fournos llm_d
/cluster athena-fire
/pipeline forge-prepare-test

• Execution logs

kpouget added 11 commits June 2, 2026 21:07

[llm-d] s/LOGGER/logger

a9b2db5

[llm_] Move the K8s tools to core/dsl/utils/k8s

d8b2625

[llm_d] per-step vault initialization

b2c0901

[llm-d] remove the test_runtime for the time being

38c2e75

[llm_d] toolbox: finish moving things around

669c7f8

[llm_d] toolbox: finish moving things around

ac914f2

[cluster] toolbox: cluster_deploy_operator: extend

80fb8d5

[llm-d] Improve the toolbox

2851424

[llm_d] orchestration: config: fix the leader-worker-set channel

6d06d2d

[core] dsl: runtime: use exec

a8d849f

[core] dsl: improve the signal handling

45b9010

kpouget force-pushed the llm-d branch from 698ca74 to 8f12768 Compare June 2, 2026 19:43

kpouget force-pushed the llm-d branch from 8f12768 to 65ee476 Compare June 2, 2026 19:54

kpouget force-pushed the llm-d branch from 65ee476 to 0f5855d Compare June 3, 2026 05:55

kpouget added 5 commits June 3, 2026 12:05

improve

5da30e7

[llm_d] toolbox: cleanup_test_resources: new toolbox script

a8c1377

improve

cd42a3f

Improve

22c9b9d

Improve

bb72dc7

kpouget force-pushed the llm-d branch from eff496f to bb72dc7 Compare June 3, 2026 10:05

kpouget added 2 commits June 3, 2026 14:53

Improve

96600d8

Keep working

1336d71

kpouget force-pushed the llm-d branch 2 times, most recently from 013b344 to e72f893 Compare June 3, 2026 16:41

openshift-psap deleted a comment from openshift-ci Bot Jun 3, 2026

openshift-psap deleted a comment from psap-forge-bot Bot Jun 3, 2026

kpouget added 2 commits June 3, 2026 21:19

Keep working

f200419

pyproject: update ruff to use 3.12

8bb3b01

kpouget force-pushed the llm-d branch from e72f893 to 3079dbe Compare June 3, 2026 19:21

fournos: gitops: base/workflows/pipeline-prepare-test: new pipeline

c54af5a

kpouget force-pushed the llm-d branch from 3079dbe to c54af5a Compare June 3, 2026 19:22

openshift-psap deleted a comment from psap-forge-bot Bot Jun 3, 2026

kpouget merged commit 8db5c6b into openshift-psap:main Jun 3, 2026
6 of 7 checks passed

kpouget deleted the llm-d branch June 3, 2026 20:22

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