## DEPLOY VTA ON INTEL FPGA ## HARMAN A SAMSUNG COMPANY LIANGFU CHEN 11/16/2019 ## Moore's Law is Slowing Down 42 Years of Microprocessor Trend Data  vta.phy_addr t VTADevice() { // VTA stage handles vta_host_handle_ = VTAMapRegister(VTA_HOST_ADDR); } ~VTADevice() { // Close VTA stage handle VTAUnmapRegister(vta_host_handle);

end, the audit had the following high-level goals: 1. Formalise a threat model of VTA_{admin}. 2. Manually audit the VTA_{admin} code. 3. Manually audit the remaining Vitess code base. 4. Assess and improve were more significant for Vitess deployments that include the VTA_{admin} component, since a user with the lowest level of privileges in VTA_{admin} could cause denial of service for all other users in audit was VTA_{admin} which is located at https://github.com/vitessio/vitess/tree/main/go/vt/vtadmin. ## Threat model formalisation In this section we outline the threat model of Vitess's VTA_{admin}

Your Annotator Graph Partitioning Your Codegen Serialized Subgraph Library LLVM, CUDA, Metal, VTA Relay Runtime (VM, Graph Runtime, Interpreter) Your Dispatcher Target Device General Devices Your Annotator Graph Partitioning Your Codegen Serialized Subgraph Library LLVM, CUDA, Metal, VTA Relay Runtime (VM, Graph Runtime, Interpreter) Your Dispatcher Target Device General Devices Your Annotator Graph Partitioning Your Codegen Serialized Subgraph Library LLVM, CUDA, Metal, VTA Relay Runtime (VM, Graph Runtime, Interpreter) Your Dispatcher Target Device General Devices

High-Level Differentiable IR ## Tensor Expression and Optimization Search Space LLVM, CUDA, Metal VTA   Current TVM Stack VTA Runtime & JIT Compiler VTA Hardware/Software Interface (ISA) VTA MicroArchitecture VTA Simulator ![Image](/uploads/documents/3/0/5/6/30

by autotuning 3. TVM can support many kinds of hardware platform: Intel/arm CPU, Nvidia/arm GPU, VTA... ## TVM on windows : 1. Get a .log file from the autotvm on Ubuntu 2. Use the .log from step1 on

rowspan="2">openclbifrosthikey960 (mali g71)N/AFPGAvtapynq, ultra96N/Asdaccel Out-of-tree support or

μTVM LLVM CUDA  VTA  ![Image](/upload