[AutoDeploy] merge feat/ad-2025-06-29

[lucaslie]

see nv-auto-deploy/TensorRT-LLM@main...nv-auto-deploy:TensorRT-LLM:feat/ad-2025-06-29 for overview of PRs and commits with detailed description

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[lucaslie]

/bot run

[tensorrt-cicd]

PR_Github #10880 [ run ] triggered by Bot

[Copilot]

Pull Request Overview

This PR merges the feat/ad-2025-06-29 branch into main, adding comprehensive AutoDeploy support, new model patches, benchmark integration, and updated examples.

• Adds single-GPU benchmark tests and engine sampling tests
• Introduces export-time patches for torch.tensor and Transformers SDPA masking
• Implements MoE export patches (Mixtral + Qwen3) and updates throughput to handle _autodeploy backend
• Renames CLI options in examples to hyphenated form and enhances VSCode test settings

Reviewed Changes

Copilot reviewed 15 out of 15 changed files in this pull request and generated 2 comments.

File	Description
tests/unittest/_torch/auto_deploy/unit/singlegpu/test_ad_trtllm_bench.py	Adds end-to-end benchmark test without verifications
tensorrt_llm/_torch/auto_deploy/models/qwen3.py	Defines _forward_moe but does not patch forward method
tensorrt_llm/bench/dataclasses/configuration.py	Simplifies get_autodeploy_perf_config to return a bare dict
tests/unittest/_torch/auto_deploy/unit/singlegpu/shim/test_engine.py	Adds sampling tests for DemoEngine

Comments suppressed due to low confidence (1)

tests/unittest/_torch/auto_deploy/unit/singlegpu/test_ad_trtllm_bench.py:62

• This test invokes the CLI but doesn't assert the exit code or output. Add result = runner.invoke(...) and assert result.exit_code == 0 (and optionally check key output) to ensure the command succeeded.

    runner.invoke(main, args, catch_exceptions=False)

[tensorrt-cicd]

PR_Github #10880 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #8042 completed with status: 'SUCCESS'