[ET Device Support] Annotate device attributes of CUDA backend IO tensors cuda device

[Gasoonjia]

Stack from ghstack (oldest at bottom):

• -> [ET Device Support] Annotate device attributes of CUDA backend IO tensors cuda device #18080
• [ET Device Support] Propagate device info from TensorSpec into serialized Tensor #18079
• [executorch] Propagate device metadata from partitioner result onto TensorSpecs #18078
• [ET Device Support] TensorImpl carries device info #17534
• [ET Device Support] Schema changes: device info on Tensor and buffer-level device array #17533

Update cuda backend partitioner to annotate its IO tensors as cuda device

Differential Revision: D96010436

[pytorch-bot]

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🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/18080

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❌ 35 New Failures, 8 Unrelated Failures

As of commit fa49aaf with merge base 090af6c ():

NEW FAILURES - The following jobs have failed:

• Build Presets / windows (pybind) / build (gh)
• Build Presets / windows (windows) / build (gh)
• pull / unittest / linux / linux-job (gh)
  exir/tests/test_propagate_device_pass.py::TestPropagateDevicePass::test_e2e_device_on_specs_after_to_executorch
• pull / unittest / macos / macos-job (gh)
  export/tests/test_target_recipes.py::TestTargetRecipes::test_linear_model
• pull / unittest-editable / linux / linux-job (gh)
  exir/tests/test_propagate_device_pass.py::TestPropagateDevicePass::test_e2e_device_on_specs_after_to_executorch
• pull / unittest-editable / macos / macos-job (gh)
  backends/xnnpack/test/recipes/test_xnnpack_recipes.py::TestXnnpackRecipes::test_all_models_with_recipes
• Test CUDA Builds / test-cuda-pybind (gemma3-4b, --quantize, google-gemma-3-4b-it-cuda-quantized-int4-tile-packed) / linux-job (gh)
  RuntimeError: Command docker exec -t 34258b02ab0ccb9c90b6eb7d8af52d55014d21cc84d1dc155b31c8edd0a5e62b /exec failed with exit code 1
• Test CUDA Builds / test-cuda-pybind (gemma3-4b, google-gemma-3-4b-it-cuda-non-quantized) / linux-job (gh)
  RuntimeError: Command docker exec -t 444cf7790c8cc1cb16bd51157c8936d893c8e05c0c00d69ff32802ef7529b88a /exec failed with exit code 1
• Test CUDA Builds / test-cuda-pybind (qwen3-0.6b, --quantize, Qwen-Qwen3-0.6B-cuda-quantized-int4-tile-packed) / linux-job (gh)
  RuntimeError: Command docker exec -t 0a4299f4152bc0a68874ea2292fa59fd2acd875bd22c10eabcc84b6c799ce6f9 /exec failed with exit code 1
• Test CUDA Builds / test-cuda-pybind (qwen3-0.6b, Qwen-Qwen3-0.6B-cuda-non-quantized) / linux-job (gh)
  RuntimeError: Command docker exec -t c62289b74560e7d7ecfadd92eaf90526675f6b31095ffb8e72b60258d2f2905a /exec failed with exit code 1
• Test CUDA Builds / test-model-cuda-e2e (google, gemma-3-4b-it, non-quantized) / linux-job (gh)
  RuntimeError: Command docker exec -t 26e6dd7cc6b9dc4e011835664425344016557e7aacc85eb0e5777ae19d2f6c92 /exec failed with exit code 1
• Test CUDA Builds / test-model-cuda-e2e (google, gemma-3-4b-it, quantized-int4-tile-packed) / linux-job (gh)
  RuntimeError: Command docker exec -t b1e1b666e0c89fd0f35c5a87e5255caf409eaedf0a0f77aa24de5d872d0de427 /exec failed with exit code 1
• Test CUDA Builds / test-model-cuda-e2e (mistralai, Voxtral-Mini-3B-2507, non-quantized) / linux-job (gh)
  RuntimeError: Command docker exec -t af7a2fde9a95b300aa11afe0c8615886f14977b579e956cdada764bd516bde22 /exec failed with exit code 1
• Test CUDA Builds / test-model-cuda-e2e (mistralai, Voxtral-Mini-3B-2507, quantized-int4-tile-packed) / linux-job (gh)
  RuntimeError: Command docker exec -t def8f81294fc8ff45ec1f7751256ee68962ecbba6f85547ee956355d18bac555 /exec failed with exit code 1
• Test CUDA Builds / test-model-cuda-e2e (mistralai, Voxtral-Mini-3B-2507, quantized-int4-weight-only) / linux-job (gh)
  RuntimeError: Command docker exec -t ce192ce830b7a67017f415b9f00ce28fc3a0536e80b9cab3d20a0c2138bee8a5 /exec failed with exit code 1
• Test CUDA Builds / test-model-cuda-e2e (mistralai, Voxtral-Mini-4B-Realtime-2602, quantized-int4-tile-packed) / linux-job (gh)
  RuntimeError: Command docker exec -t 31feca35003d82c80a29dc64c9950dac6230faa09dcf7f52d2178de08adfa183 /exec failed with exit code 134
• Test CUDA Builds / test-model-cuda-e2e (nvidia, diar_streaming_sortformer_4spk-v2, non-quantized) / linux-job (gh)
  RuntimeError: Command docker exec -t 3c78c648ffd58438218da26f40622f58cad6394bf95a5c89371bbb01aa4c1140 /exec failed with exit code 1
• Test CUDA Builds / test-model-cuda-e2e (nvidia, parakeet-tdt, non-quantized) / linux-job (gh)
  RuntimeError: Command docker exec -t dbf558f2092a76953488432ed3fd6c04e8f5adce206a59f962ac6aa7519cce45 /exec failed with exit code 1
• Test CUDA Builds / test-model-cuda-e2e (nvidia, parakeet-tdt, quantized-int4-tile-packed) / linux-job (gh)
  RuntimeError: Command docker exec -t 7c6e895bdeb8f839bad8fa6b33c33f1cbda2352614f2457d6d5b1e1c1aaa9770 /exec failed with exit code 1
• Test CUDA Builds / test-model-cuda-e2e (nvidia, parakeet-tdt, quantized-int4-weight-only) / linux-job (gh)
  RuntimeError: Command docker exec -t 01e06745b3c5464547ef086d1c74353e17a148e6e0195c9a03d9f4c0457f7f9a /exec failed with exit code 1
• Test CUDA Builds / test-model-cuda-e2e (openai, whisper-large-v3-turbo, non-quantized) / linux-job (gh)
  RuntimeError: Command docker exec -t 84e7230abd2a1fb83cda7d1ed5b1f52546c3d01f87aafb9e2e2310a330894b51 /exec failed with exit code 1
• Test CUDA Builds / test-model-cuda-e2e (openai, whisper-large-v3-turbo, quantized-int4-tile-packed) / linux-job (gh)
  RuntimeError: Command docker exec -t 202c9b1cee2baf8b66d7c9480bba3d4ce3504bdc82238c35fa8b2919542fe89c /exec failed with exit code 1
• Test CUDA Builds / test-model-cuda-e2e (openai, whisper-large-v3-turbo, quantized-int4-weight-only) / linux-job (gh)
  RuntimeError: Command docker exec -t d13e2823c118b2a53d5f29e571e5fab841a753bd66e7b7e9865a641a71d2f79a /exec failed with exit code 1
• Test CUDA Builds / test-model-cuda-e2e (openai, whisper-small, non-quantized) / linux-job (gh)
  RuntimeError: Command docker exec -t 0abb04f5d85c76ab3ee1e455842de6c50caf982ab086535c72b39977abfa5a2b /exec failed with exit code 1
• Test CUDA Builds / test-model-cuda-e2e (openai, whisper-small, quantized-int4-tile-packed) / linux-job (gh)
  RuntimeError: Command docker exec -t 609609efaca94d40568cc4faeb218e2fb901eeecf3562ae0fef3ba3d3f5fe7e8 /exec failed with exit code 1
• Test CUDA Builds / test-model-cuda-e2e (openai, whisper-small, quantized-int4-weight-only) / linux-job (gh)
  RuntimeError: Command docker exec -t 0cc80a525bf4c4704f40dce3cb8a33d2cdfdfda7993543247785a54ebaf9a9cc /exec failed with exit code 1
• Test CUDA Builds / test-models-cuda (add_mul) / linux-job (gh)
  RuntimeError: Command docker exec -t a492699d46f5e3682ec49d98cc4ca358372d81103fb1536625c284d20a626ff0 /exec failed with exit code 134
• Test CUDA Builds / test-models-cuda (add) / linux-job (gh)
  RuntimeError: Command docker exec -t 98179764a6a06f6781c3bd5955af290ce4ee36545d066150ebfb57485a5b92f5 /exec failed with exit code 134
• Test CUDA Builds / test-models-cuda (conv1d) / linux-job (gh)
  RuntimeError: Command docker exec -t afed2c89f631ad357394a9605b9005da68451e3f6f8d615d049e30ae3ce5f019 /exec failed with exit code 134
• Test CUDA Builds / test-models-cuda (linear) / linux-job (gh)
  RuntimeError: Command docker exec -t 782f626cf3309e864bca67c22b0556ecb08d6e1bde5b3eacfd57640d7ddb1dd7 /exec failed with exit code 134
• Test CUDA Builds / test-models-cuda (mv2) / linux-job (gh)
  RuntimeError: Command docker exec -t 1dc22cfc78195a0046917e91f3ebac49ead314d254c917337e978e65cfe2c8f3 /exec failed with exit code 134
• Test CUDA Builds / test-models-cuda (mv3) / linux-job (gh)
  RuntimeError: Command docker exec -t 9e4ab9411f38a4520e4c9cbe12c576c20c9c02894c9655ce1d7ceb9a0f2b20c0 /exec failed with exit code 134
• Test CUDA Builds / test-models-cuda (resnet18) / linux-job (gh)
  RuntimeError: Command docker exec -t fc934f47c1c077d40d0c67842ce72f1dec42cd881a601a331a49c570d866464b /exec failed with exit code 134
• Test CUDA Builds / test-models-cuda (sdpa) / linux-job (gh)
  RuntimeError: Command docker exec -t 069c25c316f66e5cbf24b94e651adca4fc82308a275098b81df8762c670a8dfb /exec failed with exit code 134
• Test CUDA Builds / unittest-cuda / linux-job (gh)
  RuntimeError: Command docker exec -t 45ed5ed1e785f04cc0ea26d64ab4c8724b83e626a5b781adbe71dcf51b21a652 /exec failed with exit code 135

FLAKY - The following jobs failed but were likely due to flakiness present on trunk:

• pull / unittest / windows / windows-job (gh) (similar failure)
  The process 'C:\Program Files\Git\cmd\git.exe' failed with exit code 1
• Test CUDA Windows Export and E2E / test-model-cuda-windows-e2e (nvidia, diar_streaming_sortformer_4spk-v2, non-quantized) / windows-job (gh) (similar failure)
  The process 'C:\Program Files\Git\cmd\git.exe' failed with exit code 1
• Test CUDA Windows Export and E2E / test-model-cuda-windows-e2e (nvidia, parakeet-tdt, non-quantized) / windows-job (gh) (similar failure)
  The process 'C:\Program Files\Git\cmd\git.exe' failed with exit code 1
• Test CUDA Windows Export and E2E / test-model-cuda-windows-e2e (nvidia, parakeet-tdt, quantized-int4-weight-only) / windows-job (gh) (similar failure)
  The process 'C:\Program Files\Git\cmd\git.exe' failed with exit code 1

BROKEN TRUNK - The following jobs failed but were present on the merge base:

👉 Rebase onto the `viable/strict` branch to avoid these failures

• pull / unittest-editable / windows / windows-job (gh) (trunk failure)
  The process 'C:\Program Files\Git\cmd\git.exe' failed with exit code 1
• Test CUDA Windows Export and E2E / test-model-cuda-windows-e2e (mistralai, Voxtral-Mini-3B-2507, non-quantized) / windows-job (gh) (trunk failure)
• Test CUDA Windows Export and E2E / test-model-cuda-windows-e2e (mistralai, Voxtral-Mini-3B-2507, quantized-int4-weight-only) / windows-job (gh) (trunk failure)
  The process 'C:\Program Files\Git\cmd\git.exe' failed with exit code 1
• Test CUDA Windows Export and E2E / test-model-cuda-windows-e2e (mistralai, Voxtral-Mini-4B-Realtime-2602, quantized-int4-tile-packed) / windows-job (gh) (trunk failure)
  The process 'C:\Program Files\Git\cmd\git.exe' failed with exit code 1

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