[DONT MERGE][dynamo] Turn on inlining of inbuilt nn modules

[anijain2305]

Stack from ghstack (oldest at bottom):

• -> [DONT MERGE][dynamo] Turn on inlining of inbuilt nn modules #128148
• [dynamo][unsoundness but very controlled] Skip guards on inbuilt nn module hooks #130420
• [dynamo][cpp-guards] Use dict tags to skip guards on immutable dict getitems #130654

cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang

[pytorch-bot]

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🧪 See artifacts and rendered test results at hud.pytorch.org/pr/128148

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❌ 13 New Failures, 1 Unrelated Failure

As of commit af3f374 with merge base b0a597f ():

NEW FAILURES - The following jobs have failed:

• pull / linux-focal-cuda12.1-py3.10-gcc9 / test (default, 3, 5, linux.4xlarge.nvidia.gpu) (gh)
  functorch/test_control_flow.py::TestControlFlowTraced::test_while_loop_simple_with_linear_compile_check_graph
• pull / linux-focal-cuda12.1-py3.10-gcc9-experimental-split-build / test (default, 5, 5, linux.4xlarge.nvidia.gpu) (gh)
  functorch/test_control_flow.py::TestControlFlowTraced::test_while_loop_simple_with_linear_compile_check_graph
• pull / linux-focal-cuda12.1-py3.10-gcc9-sm86 / test (default, 3, 5, linux.g5.4xlarge.nvidia.gpu) (gh)
  functorch/test_control_flow.py::TestControlFlowTraced::test_while_loop_simple_with_linear_compile_check_graph
• pull / linux-focal-cuda12.1-py3.10-gcc9-sm86 / test (default, 5, 5, linux.g5.4xlarge.nvidia.gpu) (gh)
  test_quantization.py::TestQuantizationDocs::test_quantization_doc_ptdq
• pull / linux-focal-py3_8-clang9-xla / test (xla, 1, 1, linux.12xlarge) (gh)
  curl: (22) The requested URL returned error:
• pull / linux-focal-py3.11-clang10 / test (crossref, 2, 2, linux.2xlarge) (gh)
  functorch/test_control_flow.py::TestControlFlowTraced::test_while_loop_simple_with_linear_compile_check_graph
• pull / linux-focal-py3.11-clang10 / test (default, 4, 4, linux.2xlarge) (gh)
  functorch/test_control_flow.py::TestControlFlowTraced::test_while_loop_simple_with_linear_compile_check_graph
• pull / linux-focal-py3.12-clang10 / test (default, 4, 4, linux.2xlarge) (gh)
  functorch/test_control_flow.py::TestControlFlowTraced::test_while_loop_simple_with_linear_compile_check_graph
• pull / linux-focal-py3.12-clang10-experimental-split-build / test (default, 1, 3, linux.2xlarge) (gh)
  functorch/test_control_flow.py::TestControlFlowTraced::test_while_loop_simple_with_linear_compile_check_graph
• pull / linux-focal-py3.8-clang10 / test (crossref, 2, 2, linux.2xlarge) (gh)
  functorch/test_control_flow.py::TestControlFlowTraced::test_while_loop_simple_with_linear_compile_check_graph
• pull / linux-focal-py3.8-clang10 / test (default, 2, 4, linux.2xlarge) (gh)
  functorch/test_control_flow.py::TestControlFlowTraced::test_while_loop_simple_with_linear_compile_check_graph
• pull / linux-jammy-py3.10-clang15-asan / test (default, 2, 6, linux.4xlarge) (gh)
  functorch/test_control_flow.py::TestControlFlowTraced::test_while_loop_simple_with_linear_compile_check_graph
• pull / linux-jammy-py3.8-gcc11 / test (default, 4, 4, linux.2xlarge) (gh)
  functorch/test_control_flow.py::TestControlFlowTraced::test_while_loop_simple_with_linear_compile_check_graph

FLAKY - The following job failed but was likely due to flakiness present on trunk:

• pull / linux-focal-py3.8-clang10-onnx / test (default, 2, 2, linux.2xlarge) (gh) (matched linux rule in flaky-rules.json)
  The runner has received a shutdown signal. This can happen when the runner service is stopped, or a manually started runner is canceled.

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