[None][feat] AutoDeploy: graph/module inputs with kwargs instead of args #8137
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Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
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PR_Github #20611 [ run ] triggered by Bot |
📝 WalkthroughWalkthroughThe changes remove strict args-only forward mechanisms and the forward_with_cached_sequence_interface transform, standardize keyword-argument invocation across build/export/compile/runtime paths, adjust export APIs to accept optional args, update KV-cache metadata paths, and modify graph utilities’ defaults to favor kwargs. Tests and configs are aligned accordingly. Changes
Sequence Diagram(s)sequenceDiagram
autonumber
participant U as User/Config
participant Factory as ModelFactory
participant GM as Export(torch_export_to_gm)
participant Comp as Compile Backend
participant Run as ADEngine/Runtime
U->>Factory: build_model(...)
Note over Factory: No strict-forward patching
Factory-->>U: nn.Module
U->>GM: torch_export_to_gm(model, args=(), kwargs=named_args, dynamic_shapes=named_dynamic_shapes)
GM-->>U: GraphModule
U->>Comp: compile(gm, args=(), kwargs=named_args, ...)
Comp-->>U: Compiled artifact
U->>Run: execute(named_args)
Run->>Run: model(**named_args)
Run-->>U: logits
Estimated code review effort🎯 4 (Complex) | ⏱️ ~60 minutes Pre-merge checks and finishing touches❌ Failed checks (2 warnings)
✅ Passed checks (1 passed)
✨ Finishing touches
🧪 Generate unit tests (beta)
📜 Recent review detailsConfiguration used: Path: .coderabbit.yaml Review profile: CHILL Plan: Pro 📒 Files selected for processing (17)
💤 Files with no reviewable changes (7)
🧰 Additional context used📓 Path-based instructions (3)**/*.{h,hpp,hh,hxx,cpp,cxx,cc,cu,cuh,py}📄 CodeRabbit inference engine (CODING_GUIDELINES.md)
Files:
**/*.py📄 CodeRabbit inference engine (CODING_GUIDELINES.md)
Files:
**/*.{cpp,cxx,cc,h,hpp,hh,hxx,cu,cuh,py}📄 CodeRabbit inference engine (CODING_GUIDELINES.md)
Files:
🧬 Code graph analysis (7)tests/unittest/_torch/auto_deploy/unit/singlegpu/transformations/library/test_kv_cache.py (3)
tensorrt_llm/_torch/auto_deploy/shim/ad_executor.py (2)
tensorrt_llm/_torch/auto_deploy/transform/library/compile_model.py (2)
tests/unittest/_torch/auto_deploy/unit/singlegpu/shim/test_engine.py (2)
tensorrt_llm/_torch/auto_deploy/transform/library/export_to_gm.py (1)
tensorrt_llm/_torch/auto_deploy/transform/library/kvcache.py (3)
tensorrt_llm/_torch/auto_deploy/export/export.py (2)
🪛 Ruff (0.13.2)tests/unittest/_torch/auto_deploy/unit/singlegpu/shim/test_engine.py25-25: Unused method argument: (ARG002) ⏰ Context from checks skipped due to timeout of 90000ms. You can increase the timeout in your CodeRabbit configuration to a maximum of 15 minutes (900000ms). (1)
🔇 Additional comments (8)
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PR_Github #20611 [ run ] completed with state |
3 participants
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PR Follows TRT-LLM CODING GUIDELINES to the best of your knowledge.
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