test(examples): cover the remote custom encoder topology end to end by furionw · Pull Request #15200 · ai-dynamo/dynamo

furionw · 2026-09-23T01:27:52Z

Based on #14859, which depends on utilities PR #15552. This remains a separate draft verification PR.

Full PR sequence

#13293 — encoder handoff (merged)
#15195 — unary endpoint helpers (merged)
#15552 — model and client utilities
#14859 — application-owned orchestrator example
#15200 — draft end-to-end verification

The three open PRs form GitHub stack #15572. The first two remain in completed stack #15197.

Why

The in-process custom encoder has serve coverage, but the remote topology needs a real serve test proving that packed embeddings cross the request plane, drive generation, and remain available to the application classifier. Text-only conversation turns must also work.

What changes

Launch the application orchestrator and stock aggregated generator through the service-name configuration and LLMUnaryClient.connect() startup helper.
Publish the profile's model ID through the optional public-name override.
Check a plain text turn first, then assert 42 generation and a structured classifier label for an image request.
Keep dynamic worker ports for concurrent serve tests.

End-to-end verification

Exact stacked head: 7655a83052a9c721571a6a101715337b4cbc329d.
Image: nvcr.io/nvstaging/ai-dynamo/vllm-runtime:qiwa-dev-vllm-x86-09-27 (baked vLLM 0.29.0); checked-out code rebuilt in release mode and installed editable.
Hardware: dlcluster dl-a100, Slurm job 2359334, node 4u4g-0104, two NVIDIA A100 80GB PCIe GPUs.
Focused utility/orchestrator tests: 29 passed. The plain-text and image serve cases: 2 passed. The image case checked 42, the classifier label, and the logged encoder-result handoff.
Build, test, source-hash, and environment logs are saved locally under dynamo-tmp/logs/10-02/pr15200-7655a83052/. The source hashes match the exact test checkout. Pre-commit and pre-merge checks passed on all three stacked PR heads.
The previous stacked head's saved image request returned 42 by default and Paris. when only DYN_CUSTOM_PHRASE changed; both responses included classifier_label: class_a. Its requests, responses, and logs remain under dynamo-tmp/logs/10-01/pr15200-80069e8566/.

copy-pr-bot · 2026-09-23T01:27:56Z

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devin-ai-integration · 2026-10-02T07:48:33Z

❌ Dynamo PR CI failed — run 37495756206 (attempt 1) on `8ab611d4a5`

Gate checks: ❌ backend-status-check · ✅ deploy-status-check · ❌ dynamo-status-check

Framework	1-GPU amd64	1-GPU arm64	Multi-GPU amd64
SGLang	❌ 1	❌ 1	❌ 1
TRT-LLM	❌ 1	❌ 1	❌ 1

Other	Jobs
dynamo-runtime	❌ 5 ✅ 3
planner	⏹️ 1

Failure details

11 jobs failed, all for the same reason: tests/examples/custom_encoder/test_remote_orchestrator.py fails at collection because it imports dynamo.vllm.multimodal_utils, which imports vllm, and vllm is not available in the TRT-LLM, SGLang or dynamo-runtime images. Every other selected test passed. The cancelled planner / Build multi-arch cpu job was cancelled in Build and Push Image after about 60 minutes (16:28 to 17:29 UTC). That does not look like a fail-fast cancel and is consistent with the job time limit.

❌ trtllm-runtime / 2-GPU Test cuda13.1, amd64: collection error, ModuleNotFoundError: No module named 'vllm'

Job: trtllm-runtime / 2-GPU Test cuda13.1, amd64 · Failed step: Run GPU tests (sequential) · Logs: gh run view --job 112387853495 -R ai-dynamo/dynamo --log-failed

ERROR tests/examples/custom_encoder/test_remote_orchestrator.py
tests/examples/custom_encoder/test_remote_orchestrator.py:13: in <module>
    from dynamo.vllm.multimodal_utils.custom_encoder.handoff import (  # noqa: E402
dynamo/vllm/multimodal_utils/__init__.py:5: in <module>
    from dynamo.vllm.multimodal_utils.chat_message_utils import extract_user_text
dynamo/vllm/multimodal_utils/chat_message_utils.py:8: in <module>
    from dynamo.vllm.multimodal_utils.protocol import ChatMessage
dynamo/vllm/multimodal_utils/protocol.py:25: in <module>
    from vllm.inputs import TokensPrompt  # noqa: F401
E   ModuleNotFoundError: No module named 'vllm'

tests/examples/custom_encoder/test_remote_orchestrator.py errors during collection: its import of dynamo.vllm.multimodal_utils.custom_encoder.handoff pulls in dynamo/vllm/multimodal_utils/protocol.py, which runs from vllm.inputs import TokensPrompt, and vllm is not installed in this image. Pytest result: 4 passed, 3 skipped, 1 error. The step fails only because of this collection error.

❌ trtllm-runtime / Test cuda13.1, amd64: collection error, ModuleNotFoundError: No module named 'vllm'

Job: trtllm-runtime / Test cuda13.1, amd64 · Failed step: Run CPU-only tests (parallelized) · Logs: gh run view --job 112387853755 -R ai-dynamo/dynamo --log-failed

ERROR tests/examples/custom_encoder/test_remote_orchestrator.py
tests/examples/custom_encoder/test_remote_orchestrator.py:13: in <module>
    from dynamo.vllm.multimodal_utils.custom_encoder.handoff import (  # noqa: E402
dynamo/vllm/multimodal_utils/__init__.py:5: in <module>
    from dynamo.vllm.multimodal_utils.chat_message_utils import extract_user_text
dynamo/vllm/multimodal_utils/chat_message_utils.py:8: in <module>
    from dynamo.vllm.multimodal_utils.protocol import ChatMessage
dynamo/vllm/multimodal_utils/protocol.py:25: in <module>
    from vllm.inputs import TokensPrompt  # noqa: F401
E   ModuleNotFoundError: No module named 'vllm'

tests/examples/custom_encoder/test_remote_orchestrator.py errors during collection: its import of dynamo.vllm.multimodal_utils.custom_encoder.handoff pulls in dynamo/vllm/multimodal_utils/protocol.py, which runs from vllm.inputs import TokensPrompt, and vllm is not installed in this image. Pytest result: collection error in two pytest stages (313 and 217 tests, 0 failed, 1 error each). The step fails only because of this collection error.

❌ sglang-runtime / Test cuda13.0, amd64: collection error, ModuleNotFoundError: No module named 'vllm'

Job: sglang-runtime / Test cuda13.0, amd64 · Failed step: Run CPU-only tests (parallelized) · Logs: gh run view --job 112395943221 -R ai-dynamo/dynamo --log-failed

ERROR tests/examples/custom_encoder/test_remote_orchestrator.py
tests/examples/custom_encoder/test_remote_orchestrator.py:13: in <module>
    from dynamo.vllm.multimodal_utils.custom_encoder.handoff import (  # noqa: E402
dynamo/vllm/multimodal_utils/__init__.py:5: in <module>
    from dynamo.vllm.multimodal_utils.chat_message_utils import extract_user_text
dynamo/vllm/multimodal_utils/chat_message_utils.py:8: in <module>
    from dynamo.vllm.multimodal_utils.protocol import ChatMessage
dynamo/vllm/multimodal_utils/protocol.py:25: in <module>
    from vllm.inputs import TokensPrompt  # noqa: F401
E   ModuleNotFoundError: No module named 'vllm'

tests/examples/custom_encoder/test_remote_orchestrator.py errors during collection: its import of dynamo.vllm.multimodal_utils.custom_encoder.handoff pulls in dynamo/vllm/multimodal_utils/protocol.py, which runs from vllm.inputs import TokensPrompt, and vllm is not installed in this image. Pytest result: collection error in two pytest stages (1200 and 29 tests, 0 failed, 1 error each). The step fails only because of this collection error.

❌ sglang-runtime / 2-GPU Test cuda13.0, amd64: collection error, ModuleNotFoundError: No module named 'vllm'

Job: sglang-runtime / 2-GPU Test cuda13.0, amd64 · Failed step: Run GPU tests (sequential) · Logs: gh run view --job 112395943282 -R ai-dynamo/dynamo --log-failed

ERROR tests/examples/custom_encoder/test_remote_orchestrator.py
tests/examples/custom_encoder/test_remote_orchestrator.py:13: in <module>
    from dynamo.vllm.multimodal_utils.custom_encoder.handoff import (  # noqa: E402
dynamo/vllm/multimodal_utils/__init__.py:5: in <module>
    from dynamo.vllm.multimodal_utils.chat_message_utils import extract_user_text
dynamo/vllm/multimodal_utils/chat_message_utils.py:8: in <module>
    from dynamo.vllm.multimodal_utils.protocol import ChatMessage
dynamo/vllm/multimodal_utils/protocol.py:25: in <module>
    from vllm.inputs import TokensPrompt  # noqa: F401
E   ModuleNotFoundError: No module named 'vllm'

tests/examples/custom_encoder/test_remote_orchestrator.py errors during collection: its import of dynamo.vllm.multimodal_utils.custom_encoder.handoff pulls in dynamo/vllm/multimodal_utils/protocol.py, which runs from vllm.inputs import TokensPrompt, and vllm is not installed in this image. Pytest result: 5 passed, 4 skipped, 1 error. The step fails only because of this collection error.

❌ dynamo-runtime / test / gpu cuda13.0, amd64: collection error, ModuleNotFoundError: No module named 'vllm.inputs'

Job: dynamo-runtime / test / gpu cuda13.0, amd64 · Failed step: Run GPU tests (sequential) · Logs: gh run view --job 112394991814 -R ai-dynamo/dynamo --log-failed

ERROR tests/examples/custom_encoder/test_remote_orchestrator.py
tests/examples/custom_encoder/test_remote_orchestrator.py:13: in <module>
    from dynamo.vllm.multimodal_utils.custom_encoder.handoff import (  # noqa: E402
dynamo/vllm/multimodal_utils/__init__.py:5: in <module>
    from dynamo.vllm.multimodal_utils.chat_message_utils import extract_user_text
dynamo/vllm/multimodal_utils/chat_message_utils.py:8: in <module>
    from dynamo.vllm.multimodal_utils.protocol import ChatMessage
dynamo/vllm/multimodal_utils/protocol.py:25: in <module>
    from vllm.inputs import TokensPrompt  # noqa: F401
E   ModuleNotFoundError: No module named 'vllm.inputs'

tests/examples/custom_encoder/test_remote_orchestrator.py errors during collection: its import of dynamo.vllm.multimodal_utils.custom_encoder.handoff pulls in dynamo/vllm/multimodal_utils/protocol.py, which runs from vllm.inputs import TokensPrompt, and vllm.inputs is not installed in this image. Pytest result: 36 passed, 7 skipped, 1 error. The step fails only because of this collection error.

❌ dynamo-runtime / test / parallel cuda13.0, amd64: collection error, ModuleNotFoundError: No module named 'vllm.inputs'

Job: dynamo-runtime / test / parallel cuda13.0, amd64 · Failed step: Run CPU-only tests (parallelized) · Logs: gh run view --job 112394991927 -R ai-dynamo/dynamo --log-failed

ERROR tests/examples/custom_encoder/test_remote_orchestrator.py
tests/examples/custom_encoder/test_remote_orchestrator.py:13: in <module>
    from dynamo.vllm.multimodal_utils.custom_encoder.handoff import (  # noqa: E402
dynamo/vllm/multimodal_utils/__init__.py:5: in <module>
    from dynamo.vllm.multimodal_utils.chat_message_utils import extract_user_text
dynamo/vllm/multimodal_utils/chat_message_utils.py:8: in <module>
    from dynamo.vllm.multimodal_utils.protocol import ChatMessage
dynamo/vllm/multimodal_utils/protocol.py:25: in <module>
    from vllm.inputs import TokensPrompt  # noqa: F401
E   ModuleNotFoundError: No module named 'vllm.inputs'

tests/examples/custom_encoder/test_remote_orchestrator.py errors during collection: its import of dynamo.vllm.multimodal_utils.custom_encoder.handoff pulls in dynamo/vllm/multimodal_utils/protocol.py, which runs from vllm.inputs import TokensPrompt, and vllm.inputs is not installed in this image. Pytest result: 796 passed, 23 skipped, 1 error. The step fails only because of this collection error.

❌ dynamo-runtime / test / sequential cuda13.0, amd64: collection error, ModuleNotFoundError: No module named 'vllm.inputs'

Job: dynamo-runtime / test / sequential cuda13.0, amd64 · Failed step: Run CPU-only tests (parallelized) · Logs: gh run view --job 112394992049 -R ai-dynamo/dynamo --log-failed

ERROR tests/examples/custom_encoder/test_remote_orchestrator.py
tests/examples/custom_encoder/test_remote_orchestrator.py:13: in <module>
    from dynamo.vllm.multimodal_utils.custom_encoder.handoff import (  # noqa: E402
dynamo/vllm/multimodal_utils/__init__.py:5: in <module>
    from dynamo.vllm.multimodal_utils.chat_message_utils import extract_user_text
dynamo/vllm/multimodal_utils/chat_message_utils.py:8: in <module>
    from dynamo.vllm.multimodal_utils.protocol import ChatMessage
dynamo/vllm/multimodal_utils/protocol.py:25: in <module>
    from vllm.inputs import TokensPrompt  # noqa: F401
E   ModuleNotFoundError: No module named 'vllm.inputs'

tests/examples/custom_encoder/test_remote_orchestrator.py errors during collection: its import of dynamo.vllm.multimodal_utils.custom_encoder.handoff pulls in dynamo/vllm/multimodal_utils/protocol.py, which runs from vllm.inputs import TokensPrompt, and vllm.inputs is not installed in this image. Pytest result: 4291 passed, 151 skipped, 1 error. The step fails only because of this collection error.

❌ trtllm-runtime / Test cuda13.1, arm64: collection error, ModuleNotFoundError: No module named 'vllm'

Job: trtllm-runtime / Test cuda13.1, arm64 · Failed step: Run CPU-only tests (parallelized) · Logs: gh run view --job 112387853611 -R ai-dynamo/dynamo --log-failed

ERROR tests/examples/custom_encoder/test_remote_orchestrator.py
tests/examples/custom_encoder/test_remote_orchestrator.py:13: in <module>
    from dynamo.vllm.multimodal_utils.custom_encoder.handoff import (  # noqa: E402
dynamo/vllm/multimodal_utils/__init__.py:5: in <module>
    from dynamo.vllm.multimodal_utils.chat_message_utils import extract_user_text
dynamo/vllm/multimodal_utils/chat_message_utils.py:8: in <module>
    from dynamo.vllm.multimodal_utils.protocol import ChatMessage
dynamo/vllm/multimodal_utils/protocol.py:25: in <module>
    from vllm.inputs import TokensPrompt  # noqa: F401
E   ModuleNotFoundError: No module named 'vllm'

tests/examples/custom_encoder/test_remote_orchestrator.py errors during collection: its import of dynamo.vllm.multimodal_utils.custom_encoder.handoff pulls in dynamo/vllm/multimodal_utils/protocol.py, which runs from vllm.inputs import TokensPrompt, and vllm is not installed in this image. Pytest result: 268 passed, 24 skipped, 1 error. The step fails only because of this collection error.

Remaining failed jobs: same collection error, ModuleNotFoundError from tests/examples/custom_encoder/test_remote_orchestrator.py:

❌ sglang-runtime / Test cuda13.0, arm64 (Run CPU-only tests (parallelized)): No module named 'vllm' (1194 passed, 6 skipped, 1 error).
❌ dynamo-runtime / test / sequential cuda13.0, arm64 (Run CPU-only tests (parallelized)): No module named 'vllm.inputs' (4291 passed, 151 skipped, 1 error).
❌ dynamo-runtime / test / parallel cuda13.0, arm64 (Run CPU-only tests (parallelized)): No module named 'vllm.inputs' (796 passed, 23 skipped, 1 error).

For agents

{"pr": 15200, "run_id": 37495756206, "run_attempt": 1, "head_sha": "8ab611d4a58912d181e9adf4422b80f5f5c6b704", "failures": [{"job": "trtllm-runtime / 2-GPU Test cuda13.1, amd64", "job_id": 112387853495, "failed_step": "Run GPU tests (sequential)", "signature": "collection error: ModuleNotFoundError: No module named 'vllm'", "tests": ["tests/examples/custom_encoder/test_remote_orchestrator.py"], "log_cmd": "gh run view --job 112387853495 -R ai-dynamo/dynamo --log-failed"}, {"job": "trtllm-runtime / Test cuda13.1, amd64", "job_id": 112387853755, "failed_step": "Run CPU-only tests (parallelized)", "signature": "collection error: ModuleNotFoundError: No module named 'vllm'", "tests": ["tests/examples/custom_encoder/test_remote_orchestrator.py"], "log_cmd": "gh run view --job 112387853755 -R ai-dynamo/dynamo --log-failed"}, {"job": "sglang-runtime / Test cuda13.0, amd64", "job_id": 112395943221, "failed_step": "Run CPU-only tests (parallelized)", "signature": "collection error: ModuleNotFoundError: No module named 'vllm'", "tests": ["tests/examples/custom_encoder/test_remote_orchestrator.py"], "log_cmd": "gh run view --job 112395943221 -R ai-dynamo/dynamo --log-failed"}, {"job": "sglang-runtime / 2-GPU Test cuda13.0, amd64", "job_id": 112395943282, "failed_step": "Run GPU tests (sequential)", "signature": "collection error: ModuleNotFoundError: No module named 'vllm'", "tests": ["tests/examples/custom_encoder/test_remote_orchestrator.py"], "log_cmd": "gh run view --job 112395943282 -R ai-dynamo/dynamo --log-failed"}, {"job": "dynamo-runtime / test / gpu cuda13.0, amd64", "job_id": 112394991814, "failed_step": "Run GPU tests (sequential)", "signature": "collection error: ModuleNotFoundError: No module named 'vllm.inputs'", "tests": ["tests/examples/custom_encoder/test_remote_orchestrator.py"], "log_cmd": "gh run view --job 112394991814 -R ai-dynamo/dynamo --log-failed"}, {"job": "dynamo-runtime / test / parallel cuda13.0, amd64", "job_id": 112394991927, "failed_step": "Run CPU-only tests (parallelized)", "signature": "collection error: ModuleNotFoundError: No module named 'vllm.inputs'", "tests": ["tests/examples/custom_encoder/test_remote_orchestrator.py"], "log_cmd": "gh run view --job 112394991927 -R ai-dynamo/dynamo --log-failed"}, {"job": "dynamo-runtime / test / sequential cuda13.0, amd64", "job_id": 112394992049, "failed_step": "Run CPU-only tests (parallelized)", "signature": "collection error: ModuleNotFoundError: No module named 'vllm.inputs'", "tests": ["tests/examples/custom_encoder/test_remote_orchestrator.py"], "log_cmd": "gh run view --job 112394992049 -R ai-dynamo/dynamo --log-failed"}, {"job": "trtllm-runtime / Test cuda13.1, arm64", "job_id": 112387853611, "failed_step": "Run CPU-only tests (parallelized)", "signature": "collection error: ModuleNotFoundError: No module named 'vllm'", "tests": ["tests/examples/custom_encoder/test_remote_orchestrator.py"], "log_cmd": "gh run view --job 112387853611 -R ai-dynamo/dynamo --log-failed"}, {"job": "sglang-runtime / Test cuda13.0, arm64", "job_id": 112395943283, "failed_step": "Run CPU-only tests (parallelized)", "signature": "collection error: ModuleNotFoundError: No module named 'vllm'", "tests": ["tests/examples/custom_encoder/test_remote_orchestrator.py"], "log_cmd": "gh run view --job 112395943283 -R ai-dynamo/dynamo --log-failed"}, {"job": "dynamo-runtime / test / sequential cuda13.0, arm64", "job_id": 112394992037, "failed_step": "Run CPU-only tests (parallelized)", "signature": "collection error: ModuleNotFoundError: No module named 'vllm.inputs'", "tests": ["tests/examples/custom_encoder/test_remote_orchestrator.py"], "log_cmd": "gh run view --job 112394992037 -R ai-dynamo/dynamo --log-failed"}, {"job": "dynamo-runtime / test / parallel cuda13.0, arm64", "job_id": 112394992172, "failed_step": "Run CPU-only tests (parallelized)", "signature": "collection error: ModuleNotFoundError: No module named 'vllm.inputs'", "tests": ["tests/examples/custom_encoder/test_remote_orchestrator.py"], "log_cmd": "gh run view --job 112394992172 -R ai-dynamo/dynamo --log-failed"}]}

_{Posted automatically by Devin for run 37495756206. Updated on every full-CI run of this PR.}

The in-process CustomEncoder topology has a serve test; the remote one had none, so nothing exercised the encoder handoff over a real request plane: the existing unit tests mock both the handoff and the generator. Add an agg_custom_remote topology that launches the example's own script and asserts the same phrase-splice semantics as agg_custom, plus a text-only turn so a conversation's non-image messages stay served. The wrapper script maps the harness's dynamic system ports onto the two the example names, so parallel topologies do not collide on its 8081/8082 defaults. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Signed-off-by: furionw <qiwa@nvidia.com>

pull-request-size Bot added the size/M label Sep 23, 2026

github-actions Bot added the test label Sep 23, 2026

furionw force-pushed the qiwa/custom-encoder-remote-serve-test branch 2 times, most recently from 8e63edf to 448052e Compare September 23, 2026 01:42

pull-request-size Bot added size/L and removed size/M labels Sep 23, 2026

furionw force-pushed the qiwa/custom-encoder-remote-serve-test branch from 448052e to 93035e4 Compare September 23, 2026 02:11

pull-request-size Bot added size/M and removed size/L labels Sep 23, 2026

furionw force-pushed the qiwa/custom-encoder-remote-serve-test branch from 93035e4 to 04c38ff Compare September 23, 2026 02:12

furionw added this pull request to stack #15197 September 23, 2026 02:55

furionw force-pushed the qiwa/custom-encoder-remote-serve-test branch from 04c38ff to 8a3f45a Compare September 23, 2026 19:41

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pull-request-size Bot added size/L and removed size/M labels Sep 24, 2026

furionw force-pushed the qiwa/custom-encoder-remote-serve-test branch from b536e41 to e7816bd Compare September 25, 2026 00:10

furionw removed this pull request from stack #15197 October 2, 2026 06:07

furionw mentioned this pull request Oct 2, 2026

feat(examples): add remote custom encoder orchestrator #14859

Open

furionw force-pushed the qiwa/custom-encoder-remote-serve-test branch 2 times, most recently from 17df95c to 4aee13a Compare October 2, 2026 06:33

furionw mentioned this pull request Oct 2, 2026

feat(llm): add unary chat model publisher #15552

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furionw force-pushed the qiwa/custom-encoder-remote-serve-test branch from 4aee13a to 80069e8 Compare October 2, 2026 06:44

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furionw force-pushed the qiwa/custom-encoder-remote-serve-test branch from 80069e8 to 0efc556 Compare October 2, 2026 16:04

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pull-request-size Bot added size/XL and removed size/L labels Oct 2, 2026

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furionw added this pull request to stack #15572 October 2, 2026 17:19

This was referenced Oct 2, 2026

feat(vllm): add external encoder handoff #13293

Merged

feat(runtime): promote unary endpoint helpers #15195

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furionw and others added 2 commits October 6, 2026 09:26

test(examples): follow unary chat model configuration

8ab611d

furionw force-pushed the qiwa/custom-encoder-remote-serve-test branch from 7655a83 to 8ab611d Compare October 6, 2026 16:26

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test(examples): cover the remote custom encoder topology end to end - #15200

test(examples): cover the remote custom encoder topology end to end#15200
furionw wants to merge 2 commits into
qiwa/external-encoder-orchestrator-examplefrom
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