The Vitis™ core development kit generates various system and kernel resource performance reports during compilation. These reports help you establish a baseline of performance for your application, identify bottlenecks, and help to identify target functions that can be accelerated in hardware kernels as discussed in Methodology for Architecting a Device Accelerated Application. The Xilinx® Runtime (XRT) collects profiling data during application execution in both emulation and hardware builds. Examples of profiling and event data that can be reported includes:
- Host and device timeline events
- OpenCL™ or XRT native API call sequences
- Kernel execution sequence
- Kernel start and stop signals
- FPGA trace data including AXI transactions
- Power profile data for the accelerator card
- AI Engine profiling and event trace
- User event and range profiling
Profiling reports and data can be used to isolate performance bottlenecks in the application, identify problems in the system, and optimize the design to improve performance. Optimizing an application requires optimizing both the application host code and any hardware accelerated kernels. The host code must be optimized to facilitate data transfers and kernel execution, while the kernel should be optimized for performance and resource usage.
There are four distinct areas to be considered when performing algorithm optimization in Vitis: System resource usage and performance, kernel optimization, host optimization, and data transfer optimization. The following Vitis reports and graphical tools support your efforts to profile and optimize these areas:
- System Estimate Report
- HLS Report
- Profile Summary Report
- Timeline Trace
- Waveform View and Live Waveform Viewer
When properly enabled as described in Enabling Profiling in Your Application, reports are automatically generated while running the active build, either from the command line as described in Building and Running the Application, or from the Vitis integrated design environment (IDE). Separate reports are generated for the different build targets and can be found in the respective report directories. Refer to Output Directories of the v++ Command or Output Directories from the Vitis IDE for more information on locating these reports.
Reports can be viewed in Vitis analyzer, or in some cases from the Vitis IDE. To access these reports from Vitis analyzer, open the run_summary report as explained in Using the Vitis Analyzer.