[#8461][feat] AutoDeploy: trtllm-serve bug fix + unit test #8462

lucaslie · 2025-10-17T15:55:53Z

Summary by CodeRabbit

Release Notes

Bug Fixes
- KV cache configuration now includes improved runtime validation that automatically disables unsupported options and provides user warnings.

Description

Test Coverage

PR Checklist

Please review the following before submitting your PR:

PR description clearly explains what and why. If using CodeRabbit's summary, please make sure it makes sense.
PR Follows TRT-LLM CODING GUIDELINES to the best of your knowledge.
Test cases are provided for new code paths (see test instructions)
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CODEOWNERS updated if ownership changes
Documentation updated as needed
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Please check this after reviewing the above items as appropriate for this PR.

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lucaslie · 2025-10-17T15:56:19Z

/bot run

coderabbitai · 2025-10-17T15:56:30Z

📝 Walkthrough

Walkthrough

The changes add validation logic to handle kv_cache_config parameters in model argument classes, ensuring unsupported flags are disabled with warnings during initialization, and introduce a comprehensive integration test for TRT-Llama serving deployment with OpenAI-compatible client support.

Changes

Cohort / File(s)	Summary
KV Cache Config Validation `tensorrt_llm/_torch/auto_deploy/llm_args.py`	Added imports for `ad_logger` and implemented two identical post-validation field validators (`validate_kv_cache_config`) in `AutoDeployConfig` and `LlmArgs` classes that disable `copy_on_partial_reuse` flag when `kv_cache_config` is set, logging a warning to inform users.
TRT-Llama Serving Integration Test `tests/unittest/_torch/auto_deploy/unit/singlegpu/test_ad_trtllm_serve.py`	New test module implementing a full integration test for TRT-Llama serving with OpenAI-compatible client. Includes helper function `_run_serve_with_click` for CLI-based server startup and main test `test_trtllm_serve_openai_chat_completion` that validates server deployment, readiness polling, and chat completion API functionality with proper lifecycle management.

Estimated code review effort

🎯 2 (Simple) | ⏱️ ~12 minutes

The validation changes follow a straightforward repetitive pattern applied to two classes with identical logic. The new test module, while more involved with multiprocessing and integration concerns, implements a standard testing pattern for validating server functionality. The overall complexity is driven by familiar patterns rather than intricate logic or architectural changes.

Pre-merge checks and finishing touches

❌ Failed checks (2 warnings)

Check name	Status	Explanation	Resolution
Docstring Coverage	⚠️ Warning	Docstring coverage is 20.00% which is insufficient. The required threshold is 80.00%.	You can run `@coderabbitai generate docstrings` to improve docstring coverage.
Description Check	⚠️ Warning	The PR description is largely incomplete and consists only of template placeholders. The critical sections required by the repository template—specifically the "Description" section (explaining the issue and solution) and the "Test Coverage" section (listing relevant tests)—are entirely empty with only HTML comment placeholders. While the PR title is present and one checklist item is marked, the substantive content necessary for reviewers to understand what is being fixed and how it is tested is completely missing.	The author should fill in the "Description" section with a clear explanation of the bug being fixed (the kv_cache_config validation issue) and the solution implemented. The "Test Coverage" section should document the new unit test (test_trtllm_serve_openai_chat_completion) and explain what it validates. These additions will provide essential context for reviewers to properly assess the changes.

✅ Passed checks (1 passed)

Check name	Status	Explanation
Title Check	✅ Passed	The PR title "[#8461][feat] AutoDeploy: trtllm-serve bug fix + unit test" is directly related to the changes in the pull request. The title accurately identifies both major components of the changeset: the bug fix in llm_args.py (adding kv_cache_config validators to AutoDeployConfig and LlmArgs) and the new unit test in test_ad_trtllm_serve.py. The title follows the repository's template format with the ticket reference and type indicator, and it is sufficiently specific for a developer scanning history to understand the primary change involves AutoDeploy's trtllm-serve functionality.

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Actionable comments posted: 3

Caution

Some comments are outside the diff and can’t be posted inline due to platform limitations.

⚠️ Outside diff range comments (1)

tensorrt_llm/_torch/auto_deploy/llm_args.py (1)

1-1: Add NVIDIA Apache-2.0 header (2025).

Required by project guidelines; prepend the header.

[ suggest_essential_refactor ]
Apply at file top:

+# Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.

As per coding guidelines.

🧹 Nitpick comments (3)

tensorrt_llm/_torch/auto_deploy/llm_args.py (1)

127-132: Simplify default_factory; avoid unused kwargs.

No need for **kwargs; use a zero-arg factory.

-    kv_cache_config: KvCacheConfig = Field(
-        default_factory=lambda **kwargs: KvCacheConfig(copy_on_partial_reuse=False, **kwargs),
-        description="KV cache config.",
-    )
+    kv_cache_config: KvCacheConfig = Field(
+        default_factory=lambda: KvCacheConfig(copy_on_partial_reuse=False),
+        description="KV cache config.",
+    )

tests/unittest/_torch/auto_deploy/unit/singlegpu/test_ad_trtllm_serve.py (2)

17-23: Improve failure diagnostics from Click runner.

Capture output/exception for easier debugging in CI.

-def _run_serve_with_click(args):
-    runner = CliRunner()
-    # Blocks while server runs
-    result = runner.invoke(serve_main, args, catch_exceptions=False)
-    if result.exit_code != 0:
-        raise SystemExit(result.exit_code)
+def _run_serve_with_click(args):
+    runner = CliRunner()
+    # Blocks while server runs
+    result = runner.invoke(serve_main, args, catch_exceptions=True)
+    if result.exception is not None:
+        print(result.output)
+        raise result.exception
+    if result.exit_code != 0:
+        print(result.output)
+        raise SystemExit(result.exit_code)

68-82: Make readiness timeout configurable and address TRY003 hint.

Allow longer startups on slow CI and avoid long exception strings.

-            start_time = time.time()
+            start_time = time.time()
+            ready_timeout = int(os.environ.get("TRTLLM_SERVE_READY_TIMEOUT", "120"))
             last_err = None
-            while time.time() - start_time < 90:
+            while time.time() - start_time < ready_timeout:
                 if not server.is_alive():
-                    raise RuntimeError("Server process exited prematurely")
+                    pytest.fail("Server process exited prematurely")
                 try:
                     # Lightweight readiness probe
                     _ = client.models.list()
                     break
                 except Exception as e:  # noqa: BLE001
                     last_err = e
                     time.sleep(1)
             else:
-                raise TimeoutError(f"Server did not become ready in time: {last_err}")
+                pytest.fail(f"Server did not become ready in time. Last error: {last_err!r}")

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📒 Files selected for processing (2)

tensorrt_llm/_torch/auto_deploy/llm_args.py (2 hunks)
tests/unittest/_torch/auto_deploy/unit/singlegpu/test_ad_trtllm_serve.py (1 hunks)

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🧬 Code graph analysis (2)

tensorrt_llm/_torch/auto_deploy/llm_args.py (2)

tensorrt_llm/llmapi/llm_args.py (1)

KvCacheConfig (1138-1272)

tensorrt_llm/logger.py (1)

warning (132-133)

tests/unittest/_torch/auto_deploy/unit/singlegpu/test_ad_trtllm_serve.py (1)

tests/unittest/_torch/auto_deploy/_utils_test/_model_test_utils.py (1)

get_small_model_config (510-551)

🪛 Ruff (0.14.0)

tests/unittest/_torch/auto_deploy/unit/singlegpu/test_ad_trtllm_serve.py

72-72: Avoid specifying long messages outside the exception class

(TRY003)

81-81: Avoid specifying long messages outside the exception class

(TRY003)

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🔇 Additional comments (1)

tests/unittest/_torch/auto_deploy/unit/singlegpu/test_ad_trtllm_serve.py (1)

9-9: Verify test import path stability for _model_test_utils.

This relies on PYTHONPATH/test package setup. If flakiness occurs, switch to a package-relative import or adjust conftest to add the utils dir to sys.path.

tensorrt_llm/_torch/auto_deploy/llm_args.py

tests/unittest/_torch/auto_deploy/unit/singlegpu/test_ad_trtllm_serve.py

tensorrt-cicd · 2025-10-17T16:03:14Z

PR_Github #21714 [ run ] triggered by Bot. Commit: d1f4013

2ez4bz

Thank you for fixing this!

tests/unittest/_torch/auto_deploy/unit/singlegpu/test_ad_trtllm_serve.py

lucaslie · 2025-10-17T17:05:03Z

/bot run

tensorrt-cicd · 2025-10-17T17:11:37Z

PR_Github #21720 [ run ] triggered by Bot. Commit: 616f20b

tensorrt-cicd · 2025-10-17T17:11:39Z

PR_Github #21714 [ run ] completed with state ABORTED. Commit: d1f4013
LLM/main/L0_MergeRequest_PR #16362 (Blue Ocean) completed with status: ABORTED

tensorrt-cicd · 2025-10-17T19:50:12Z

PR_Github #21720 [ run ] completed with state SUCCESS. Commit: 616f20b
/LLM/main/L0_MergeRequest_PR pipeline #16366 completed with status: 'FAILURE'

Signed-off-by: Lucas Liebenwein <[email protected]>

lucaslie · 2025-10-17T21:01:10Z

/bot run

tensorrt-cicd · 2025-10-17T21:06:34Z

PR_Github #21726 [ run ] triggered by Bot. Commit: 1ae9b55

govind-ramnarayan

Looks good overall! I have a question on why we've decided to modify in the validator and whether there are options. Beyond that some nits on putting certain things into helper functions in the test, feel free to take it or leave it depending on how generalizable you think the test is

tests/unittest/_torch/auto_deploy/unit/singlegpu/test_ad_trtllm_serve.py

tensorrt_llm/_torch/auto_deploy/llm_args.py

tensorrt-cicd · 2025-10-17T23:07:06Z

PR_Github #21726 [ run ] completed with state SUCCESS. Commit: 1ae9b55
/LLM/main/L0_MergeRequest_PR pipeline #16373 completed with status: 'FAILURE'

lucaslie · 2025-10-20T14:30:19Z

/bot run

lucaslie · 2025-10-20T16:40:49Z

/bot run

tensorrt-cicd · 2025-10-20T16:45:57Z

PR_Github #21930 [ run ] triggered by Bot. Commit: 1ae9b55

tensorrt-cicd · 2025-10-20T20:06:37Z

PR_Github #21930 [ run ] completed with state SUCCESS. Commit: 1ae9b55
/LLM/main/L0_MergeRequest_PR pipeline #16532 completed with status: 'SUCCESS'

…DIA#8462) Signed-off-by: Lucas Liebenwein <[email protected]>

…DIA#8462) Signed-off-by: Lucas Liebenwein <[email protected]> Signed-off-by: yufeiwu-nv <[email protected]>

…DIA#8462) Signed-off-by: Lucas Liebenwein <[email protected]>

lucaslie requested a review from a team as a code owner October 17, 2025 15:55

lucaslie requested a review from MrGeva October 17, 2025 15:55

github-project-automation bot added this to AutoDeploy Board Oct 17, 2025

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lucaslie requested review from 2ez4bz and suyoggupta October 17, 2025 15:56

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2ez4bz approved these changes Oct 17, 2025

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lucaslie self-assigned this Oct 17, 2025

lucaslie changed the title ~~[#8460][feat] AutoDeploy: trtllm-serve bug fix + unit test~~ [#8461][feat] AutoDeploy: trtllm-serve bug fix + unit test Oct 17, 2025

lucaslie linked an issue Oct 17, 2025 that may be closed by this pull request

[Feature]: [AutoDeploy]: trtllm-serve unit test #8461

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lucaslie force-pushed the ll/trtllm_serve_with_unit_test branch from e39400d to 7ebdf83 Compare October 17, 2025 17:04

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lucaslie force-pushed the ll/trtllm_serve_with_unit_test branch from 7ebdf83 to 616f20b Compare October 17, 2025 17:09

[NVIDIA#8461][feat] AutoDeploy: trtllm-serve bug fix + unit test

1ae9b55

Signed-off-by: Lucas Liebenwein <[email protected]>

lucaslie force-pushed the ll/trtllm_serve_with_unit_test branch from 616f20b to 1ae9b55 Compare October 17, 2025 21:00

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lucaslie merged commit 55c468b into NVIDIA:main Oct 20, 2025
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github-project-automation bot moved this from In review to Done in AutoDeploy Board Oct 20, 2025

lucaslie deleted the ll/trtllm_serve_with_unit_test branch October 20, 2025 20:31

govind-ramnarayan pushed a commit to nv-auto-deploy/TensorRT-LLM that referenced this pull request Oct 21, 2025

[NVIDIA#8461][feat] AutoDeploy: trtllm-serve bug fix + unit test (NVI…

d55ad04

…DIA#8462) Signed-off-by: Lucas Liebenwein <[email protected]>

yufeiwu-nv pushed a commit to yufeiwu-nv/TensorRT-LLM that referenced this pull request Oct 24, 2025

[NVIDIA#8461][feat] AutoDeploy: trtllm-serve bug fix + unit test (NVI…

a8204e3

…DIA#8462) Signed-off-by: Lucas Liebenwein <[email protected]> Signed-off-by: yufeiwu-nv <[email protected]>

dominicshanshan pushed a commit to dominicshanshan/TensorRT-LLM that referenced this pull request Nov 1, 2025

[NVIDIA#8461][feat] AutoDeploy: trtllm-serve bug fix + unit test (NVI…

4ad0efa

…DIA#8462) Signed-off-by: Lucas Liebenwein <[email protected]>

dominicshanshan pushed a commit to dominicshanshan/TensorRT-LLM that referenced this pull request Nov 3, 2025

[NVIDIA#8461][feat] AutoDeploy: trtllm-serve bug fix + unit test (NVI…

eabf3b4

…DIA#8462) Signed-off-by: Lucas Liebenwein <[email protected]>

dominicshanshan pushed a commit to dominicshanshan/TensorRT-LLM that referenced this pull request Nov 3, 2025

[NVIDIA#8461][feat] AutoDeploy: trtllm-serve bug fix + unit test (NVI…

847fe67

…DIA#8462) Signed-off-by: Lucas Liebenwein <[email protected]>

dominicshanshan pushed a commit to dominicshanshan/TensorRT-LLM that referenced this pull request Nov 3, 2025

[NVIDIA#8461][feat] AutoDeploy: trtllm-serve bug fix + unit test (NVI…

1e0c90a

…DIA#8462) Signed-off-by: Lucas Liebenwein <[email protected]>

[#8461][feat] AutoDeploy: trtllm-serve bug fix + unit test #8462

[#8461][feat] AutoDeploy: trtllm-serve bug fix + unit test #8462

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