This guide will walk you walk you through the six steps required to use the Intel OpenCL FPGA toolkit on Noctua 2.
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cp -r /opt/software/FPGA/IntelFPGA/opencl_sdk/21.4.0/hld/examples_aoc/common .
cp -r /opt/software/FPGA/IntelFPGA/opencl_sdk/21.4.0/hld/examples_aoc/vector_add . |
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Other available examples to try are: Code Block |
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asian_option
channelizer
compression
compute_score
double_buffering
fd3d
fft1d
fft1d_offchip
fft2d
hello_world
jpeg_decoder
library_example1
library_example2
library_hls_sot
library_matrix_mult
local_memory_cache
loopback_hostpipe
mandelbrot
matrix_mult
multithread_vector_operation
n_way_buffering
optical_flow
sobel_filter
tdfir
vector_add <--- used in this guide
video_downscaling
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2. Setup the local software environment on Noctua2.
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aoc -rtl -v -board=p520$FPGA_maxBOARD_sg280lNAME -board-package=/opt/software/FPGA/IntelFPGA/opencl_sdk/20.4.0/hld/board/bittware_pcie/s10_hpc_default$AOCL_BOARD_PACKAGE_ROOT device/vector_add.cl -o vector_add_report |
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Background: -rtl : Tells the compiler to stop after report generation.
-v : Shows more details during the generation
-board=p520$FPGA_maxBOARD_sg280lNAME : Specifies the target FPGA board (Bittware 520N with Intel Stratix 10 GX 2800).
-board-package=/opt/software/FPGA/IntelFPGA/opencl_sdk/20.4.0/hld/board/bittware_pcie/s10_hpc_default$AOCL_BOARD_PACKAGE_ROOT : Specifies the BSP in the correct version. Normally this argument is not required as the compiler uses the environment variable AOCL_BOARD_PACKAGE_ROOT . Only if you you intentionally want to generate a report on an FPGA node allocated with a different constraint, this argument is needed.
device/vector_add.cl : Kernel file for vector_add written in OpenCL.
-o vector_add_report : Output directory.
In order to inspect the report, you may want to copy the report to your local file system or mount your working directory, for more information refer to [Noctua2-FileSystems]. For example you can compress the report on Noctua 2: Code Block |
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tar -caf vector_add_report.tar.gz vector_add_report/reports |
Then copy and decompress it from your local command line (e.g. Linux, MacOS, or Windows Subsystem for Linux): Code Block |
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rsync -azv -e 'ssh -J <your-username>@fe.noctua2.pc2.uni-paderborn.de' <your-username>@n2login2:/scratch/<DIRECTORY_ASSIGNED_TO_YOUR_PROJECT>/getting_started_with_fpgas/vector_add/vector_add_report.tar.gz .
tar -xzf fpga_compile_report.tar.gz |
Open and inspect fpga_compile_report.prj/reports/report.html in your browser. The whole analysis contains little information, since the example is very simple. The main blocks of the report are Throughput Analysis -> Loop Analysis : displays information about all loops and their optimization status (is it pipelined? what is the initiation interval (II) of the loop?, …).
Area Analysis (of System) : details about the area utilization with architectural details into the generated hardware.
Views -> System Viewer : gives an overall overview of your kernels, their connections between each other and to external resources like memory.
Views -> Kernel Memory Viewer : displays the data movement and synchronization in your code.
Views -> Schedule Viewer : shows the scheduling of the generated instructions with corresponding latencies.
Bottleneck Viewer : identifies bottlenecks that reduce the performance of the design (lower maximum clock frequency of the design (Fmax), increases the initiation interval (II), …).
Open and inspect vector_add_report/reports/report.html in your browser. The throughput analysis contains little information, since the example is very simple and ND-Range kernels as the one used in this example yield less details in the report than Single Work Item Kernels. The area analysis shows that the kernel system uses at most 1% of the available resources, much more complex or parallel kernels could fit on the FPGA. The system viewer shows two 32-bit Burst-coalesced load and one 32-bit Burst-coalesced store operations. Refer to Intel's documentation (in particular Programming and Best Practice guides) about the Intel FPGA for OpenCL to learn more about the properties and optimization goals in the report. |
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#!/bin/sh
# synthesis_script.sh script
module#SBATCH reset
module load fpga
module load intel/opencl_sdk
module load bittware/520n
-t 24:00:00
#SBATCH --cpus-per-task=8
#SBATCH --mem=32G
#SBATCH -q fpgasynthesis
#SBATCH -A <your_project_acronym>
#SBATCH -p normal
module reset
module load fpga
module load intel/opencl_sdk
module load bittware/520n
aoc -board=p520$FPGA_maxBOARD_sg280lNAME -board-package=/opt/software/FPGA/IntelFPGA/opencl_sdk/20.4.0/hld/board/bittware_pcie/s10_hpc_default device/vector_$AOCL_BOARD_PACKAGE_ROOT device/vector_add.cl -o bin/vector_add.aocx |
Then, we submit the synthesis_script.sh
to the slurm workload manager:
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sbatch ./synthesis_script.sh |
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title | Details and expected output with annotations |
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title | Details and expected output with annotations |
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With --mem=32G , we allocate a small mem=32G , we allocate a small amount of main memory to this synthesis job, corresponding to the very small example we build here. For larger designs, typically at least 64G will be needed. You can check the progress of your job via squeue and after the job completes, check the complete job output in slurm-<jobid>.out .
Under the hood, the aoc command uses the following parameters -board=p520_max_sg280l : Specifies the target FPGA board (Bittware 520N with Intel Stratix 10 GX 2800).
-board-package=/opt/software/FPGA/IntelFPGA/opencl_sdk/20.4.0/hld/board/bittware_pcie/s10_hpc_default : Specifies the BSP in the correct version. Normally this argument is not required as the compiler uses the environment variable With --cpus-per-task=8 , we use more cores to parallelize the synthesis
Using -q fpgasynthesis gives the FPGA bitstream-synthesis jobs a higher priority, see https://uni-paderborn.atlassian.net/wiki/spaces/PC2DOK/pages/13205994/Quality-of-Service+QoS+and+Job+Priorities#fpgasynthesis-Priority. You can check the progress of your job via squeue and after the job completes, check the complete job output in slurm-<jobid>.out .
Under the hood, the aoc command uses the following parameters -board=$FPGA_BOARD_NAME : Specifies the target FPGA board (Bittware 520N with Intel Stratix 10 GX 2800).
-board-package=$AOCL_BOARD_PACKAGE_ROOT : Specifies the BSP in the correct version. Normally this argument is not required as the compiler uses the environment variable AOCL_BOARD_PACKAGE_ROOT .
device/vector_add.cl : Kernel file for vector_add written in OpenCL.
-o bin/vector_add.aocx : Synthesized output (configuration for the FPGA).
Expected output Code Block | TBDExpected output Code Block |
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cpu-bind=MASK - n2cn0962, task 0 0 [765805]: mask |BBBBBBBB|--------||--------|--------||--------|--------||--------|--------||||--------|--------||--------|--------||--------|--------||--------|--------| set
Running "module reset". Resetting modules to system default. The following $MODULEPATH directories have been removed: None
==============================================================
Intel recommends migrating existing designs to Intel(R) oneAPI
to get access to the latest FPGA high-level design features,
optimizations, and development utilities.
The FPGA SDK for OpenCL(TM) tool will be DEPRECATED after the
22.4 Release.
Visit the Intel oneAPI product page for migration advice, or
go to the Intel(C) High-Level Design community forum for any
questions or requests.
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AOCL_TMP_DIR directory was specified at /scratch/FPGA.
Ensure Linux and Windows compiles do not share the same directory as files may be incompatible.
aoc: Running OpenCL parser....
aoc: OpenCL parser completed
aoc: Linking Object files....
aoc: Optimizing and doing static analysis of code...
Compiler Warning: device/vector_add.cl:23: declaring global arguments 'x' and 'y' with no 'restrict' may lead to low performance for kernel 'vector_add'
aoc: First stage compilation completed successfully.
aoc: Compiling for FPGA. This process may take several hours to complete. Prior to performing this compile, be sure to check the reports to ensure the design will meet your performance targets. If the reports indicate performance targets are not being met, code edits may be required. Please refer to the Intel FPGA SDK for OpenCL Best Practices Guide for information on performance tuning applications for FPGAs. |
Note, that the build of the hardware design will create another report similar to the report that we discussed in the previous step. In contrast to the previous report, the new report contains the actual resource utilization of the design. |
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./bin/host
Initializing OpenCL
Platform: Intel(R) FPGA SDK for OpenCL(TM)
Using 2 device(s)
p520_maxhpc_sg280l : BittWare Stratix 10 OpenCL platform (aclbitt_s10_pcie0)
p520_maxhpc_sg280l : BittWare Stratix 10 OpenCL platform (aclbitt_s10_pcie1)
Using AOCX: vector_add.aocx
MMD INFO : Disabling SmartVID (fix) polling
MMD INFO : Enabling SmartVID (fix) polling
MMD INFO : Disabling SmartVID (fix) polling
MMD INFO : Enabling SmartVID (fix) polling
Launching for device 0 (500000 elements)
Launching for device 1 (500000 elements)
Time: 3.600 ms
Kernel time (device 0): 1.291 ms
Kernel time (device 1): 1.303 ms
Verification: PASS |
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