Register jagged_index_select to CUDA and CPU backend for inference #1880
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Summary: we have a new model using jagged_index_select ops and seems it does not work when we scripted the model and run in inference server with following error: ``` NotImplementedError: Could not run 'fbgemm::jagged_index_select' with arguments from the 'CUDA' backend. This could be because the operator doesn't exist for this backend, or was omitted during the selective/custom build process (if using custom build). If you are a Facebook employee using PyTorch on mobile, please visit https://fburl.com/ptmfixes for possible resolutions. 'fbgemm::jagged_index_select' is only available for these backends: [BackendSelect, Python, FuncTorchDynamicLayerBackMode, Functionalize, Named, Conjugate, Negative, ZeroTensor, ADInplaceOrView, AutogradOther, AutogradCPU, AutogradCUDA, AutogradHIP, AutogradXLA, AutogradMPS, AutogradIPU, AutogradXPU, AutogradHPU, AutogradVE, AutogradLazy, AutogradMTIA, AutogradPrivateUse1, AutogradPrivateUse2, AutogradPrivateUse3, AutogradMeta, AutogradNestedTensor, Tracer, AutocastCPU, AutocastCUDA, FuncTorchBatched, FuncTorchVmapMode, Batched, VmapMode, FuncTorchGradWrapper, PythonTLSSnapshot, FuncTorchDynamicLayerFrontMode, PreDispatch, PythonDispatcher]. BackendSelect: fallthrough registered at fbcode/caffe2/aten/src/ATen/core/BackendSelectFallbackKernel.cpp:3 [backend fallback] Python: registered at fbcode/caffe2/aten/src/ATen/core/PythonFallbackKernel.cpp:153 [backend fallback] FuncTorchDynamicLayerBackMode: registered at fbcode/caffe2/aten/src/ATen/functorch/DynamicLayer.cpp:498 [backend fallback] Functionalize: registered at fbcode/caffe2/aten/src/ATen/FunctionalizeFallbackKernel.cpp:290 [backend fallback] Named: registered at fbcode/caffe2/aten/src/ATen/core/NamedRegistrations.cpp:7 [backend fallback] Conjugate: registered at fbcode/caffe2/aten/src/ATen/ConjugateFallback.cpp:17 [backend fallback] Negative: registered at fbcode/caffe2/aten/src/ATen/native/NegateFallback.cpp:19 [backend fallback] ZeroTensor: registered at fbcode/caffe2/aten/src/ATen/ZeroTensorFallback.cpp:86 [backend fallback] ADInplaceOrView: fallthrough registered at fbcode/caffe2/aten/src/ATen/core/VariableFallbackKernel.cpp:71 [backend fallback] AutogradOther: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradCPU: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradCUDA: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradHIP: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradXLA: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradMPS: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradIPU: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradXPU: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradHPU: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradVE: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradLazy: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradMTIA: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradPrivateUse1: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradPrivateUse2: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradPrivateUse3: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradMeta: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] AutogradNestedTensor: registered at fbcode/deeplearning/fbgemm/fbgemm_gpu/src/jagged_tensor_ops/jagged_tensor_ops_autograd.cpp:867 [autograd kernel] Tracer: registered at fbcode/caffe2/torch/csrc/autograd/TraceTypeManual.cpp:296 [backend fallback] AutocastCPU: fallthrough registered at fbcode/caffe2/aten/src/ATen/autocast_mode.cpp:383 [backend fallback] AutocastCUDA: fallthrough registered at fbcode/caffe2/aten/src/ATen/autocast_mode.cpp:250 [backend fallback] FuncTorchBatched: registered at fbcode/caffe2/aten/src/ATen/functorch/LegacyBatchingRegistrations.cpp:710 [backend fallback] FuncTorchVmapMode: fallthrough registered at fbcode/caffe2/aten/src/ATen/functorch/VmapModeRegistrations.cpp:28 [backend fallback] Batched: registered at fbcode/caffe2/aten/src/ATen/LegacyBatchingRegistrations.cpp:1075 [backend fallback] VmapMode: fallthrough registered at fbcode/caffe2/aten/src/ATen/VmapModeRegistrations.cpp:33 [backend fallback] FuncTorchGradWrapper: registered at fbcode/caffe2/aten/src/ATen/functorch/TensorWrapper.cpp:201 [backend fallback] PythonTLSSnapshot: registered at fbcode/caffe2/aten/src/ATen/core/PythonFallbackKernel.cpp:161 [backend fallback] FuncTorchDynamicLayerFrontMode: registered at fbcode/caffe2/aten/src/ATen/functorch/DynamicLayer.cpp:494 [backend fallback] PreDispatch: registered at fbcode/caffe2/aten/src/ATen/core/PythonFallbackKernel.cpp:165 [backend fallback] PythonDispatcher: registered at fbcode/caffe2/aten/src/ATen/core/PythonFallbackKernel.cpp:157 [backend fallback] ``` this diff help register the jagged_index_select forward path with CUDA and CPU backend so that we can use the op in inference. Differential Revision: D47462912 fbshipit-source-id: a0cc7dd641dd99ed911ee6114c21495a39f90b44
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This pull request was exported from Phabricator. Differential Revision: D47462912 |
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This pull request has been merged in 72c6035. |
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Summary:
we have a new model using jagged_index_select ops and seems it does not work when we scripted the model and run in inference server with following error:
this diff help register the jagged_index_select forward path with CUDA and CPU backend so that we can use the op in inference.
Differential Revision: D47462912