Runtimes NPUModule CUDAModule TFModule tvm::runtime::Module GetFunction(string) -> tvm::runtime::PackedFunc SaveToBinary/LoadFromBinary Runtime Module Interface SubclassesUnified Runtime Benefit mod. = tvm.module.load("mylib.so") func = lib["npufunction0"] func(a, b) Automatic RPC Support remote = tvm.rpc.connect(board_url, port) remote.upload("mylib.so") remote_mod = remote.load_module(“mylib Single unified module/pass, type system, with function variants supportCompilation Flow under the New Infra IRModule (relay::Function) IRModule (te::Function, ExternFunc, …) runtime::Module High-level

Allocation – Linux Kernel Module DEPLOY VTA ON INTEL FPGA Setup Environment Variables Navigate to 3rdparty/cma and build kernel module Copy kernel module to DE10-Nano and Install Module CMA API Reference©2019 TVM with USE_VTA_FPGA flag ON Step 6: Copy the compiled TVM to the SDCard Step 7: Install kernel module cma.ko and run apps/vta_rpc/start_rpc_server.sh Step 8: Configure vta/config/de10nano_config.json

reserved. Option 2: Graph-Level Annotation ● Implement a Relay IR visitor to annotate a subgraph ● Module path: python/tvm/relay/op/contrib//graph_annotator.py ● Apply the annotator to its Affiliates. All rights reserved. Implement the Runtime Dispatcher ● Implement a TVM runtime module to dispatch the subgraph to the generated executable engine ● Runtime path: src/runtime/contri

recent call last): File “/Users/leeboonstra/Documents/test_folder/rename_files.py”, line 7, in <module> text = toUpperCase(prefix) NameError: name ‘toUpperCase’ is not defined Snippet 4. I broke the File "/ Users/leeboonstra/Documents/test_folder/rename_files.py", line 7, in <module> text = toUpperCase(prefix) NameError: name 'toUpperCase' is not defined Debug what's wrong and

2017), where each Transformer block consists of an attention module and a Feed-Forward Network (FFN). However, for both the attention module and the FFN, we design and employ innovative archi- tectures

End >> 6 Relay (and NNVM) Graph Parser XIR Compiler Quantizer Partitioner @relay.transform.module_pass(opt_level=4) class AccelModule:© Copyright 2018 Xilinx TVM Partitioning >> 7 Subgraph 1 Parallel

reserved. Codegen for OpStrategy ● Each implementation defined will be compiled into a kernel in the module ● Dispatch logic will be compiled into another kernel as well # pseudocode for dispatch kernel