From 883c6b40ddeca8d86012a9464afa5169308ff5c3 Mon Sep 17 00:00:00 2001 From: Henry Tu Date: Fri, 26 Aug 2022 18:21:05 -0400 Subject: [PATCH] Add LTC architecture diagram (#1291) * Add LTC architecture diagram * Use PNG for diagrams * Update diagram --- docs/ltc_backend.md | 8 +++++--- docs/ltc_images/ltc_architecture.png | Bin 0 -> 100588 bytes docs/ltc_images/syncing_tensors.jpg | Bin 301651 -> 0 bytes docs/ltc_images/syncing_tensors.png | Bin 0 -> 172629 bytes docs/ltc_images/tracing_tensors.jpg | Bin 232541 -> 0 bytes docs/ltc_images/tracing_tensors.png | Bin 0 -> 129481 bytes docs/ltc_images/vendor_execution.jpg | Bin 219418 -> 0 bytes docs/ltc_images/vendor_execution.png | Bin 0 -> 132116 bytes 8 files changed, 5 insertions(+), 3 deletions(-) create mode 100644 docs/ltc_images/ltc_architecture.png delete mode 100644 docs/ltc_images/syncing_tensors.jpg create mode 100644 docs/ltc_images/syncing_tensors.png delete mode 100644 docs/ltc_images/tracing_tensors.jpg create mode 100644 docs/ltc_images/tracing_tensors.png delete mode 100644 docs/ltc_images/vendor_execution.jpg create mode 100644 docs/ltc_images/vendor_execution.png diff --git a/docs/ltc_backend.md b/docs/ltc_backend.md index 16e5863e5..58c0e8de2 100644 --- a/docs/ltc_backend.md +++ b/docs/ltc_backend.md @@ -76,6 +76,8 @@ Generated files are created in this directory, which is ignored by version contr ## Architecture +![LTC Diagram](ltc_images/ltc_architecture.png) + ### Tracing LTC graph The journey begins with a tensor in PyTorch on the `lazy` device, which may undergo a number of operations during its lifetime. @@ -91,7 +93,7 @@ previously registered in `RegisterLazy.cpp`. Next, `LazyNativeFunctions::tanh` from `LazyNativeFunctions.cpp` is called, which triggers the creation of a `Tanh` node, which is a subclass of `TorchMlirNode` and `torch::lazy::Node`, defined in `LazyIr.h`. These nodes are then tracked internally by LTC as the computation graph is traced out. -![Tracing Tensors](ltc_images/tracing_tensors.jpg) +![Tracing Tensors](ltc_images/tracing_tensors.png) ### Syncing Tensors @@ -107,7 +109,7 @@ creates an instance of `TorchMlirLoweringContext`. Here, the `TorchMlirNode`s ar Next, `TorchMlirLoweringContext::Build` is executed and the final `jit::Graph` is sent to `torch_mlir::importJitFunctionAsFuncOp` to generate MLIR using the existing infrastructure from Torch-MLIR. At this point, a `TorchMlirComputation` is created containing the final `mlir::FuncOp`. -![Syncing Tensors](ltc_images/syncing_tensors.jpg) +![Syncing Tensors](ltc_images/syncing_tensors.png) ### Final Compilation and Execution @@ -115,7 +117,7 @@ The `TorchMlirComputation` is sent to the vendor specific implementation of `Tor Finally, the compiled computation is sent to `TorchMlirBackendImpl::ExecuteComputation` to be executed on the vendor device, which produces some results to be send back to PyTorch. -![Vendor Execution](ltc_images/vendor_execution.jpg) +![Vendor Execution](ltc_images/vendor_execution.png) ## Implementing a custom backend diff --git a/docs/ltc_images/ltc_architecture.png b/docs/ltc_images/ltc_architecture.png new file mode 100644 index 0000000000000000000000000000000000000000..a00c85c766bfab54fc43f5171a7fc9c79f542683 GIT binary patch literal 100588 zcmeEugSzF;cRwG2zq>ZSej=wM{{F^vq<_^$bx244R~|9@uG#2V<6X~aHm}s} 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