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- fixes: #65 Signed-off-by: Mika Laitio <[email protected]>
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# Example Applications | ||
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## Setup the rocm_sdk | ||
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ROCm SDK builder environment needs to be first set to environment variables | ||
like path with following command: | ||
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``` | ||
# source /opt/rocm_sdk_612/bin/env_rocm.sh | ||
``` | ||
Note that this command needs to be executed only once for each bash terminal session evenghouth we set it up on exery example below. | ||
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## Test Pytorch Install | ||
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``` | ||
# source /opt/rocm_sdk_612/bin/env_rocm.sh | ||
# cd /opt/rocm_sdk_612/docs/examples/pytorch | ||
# ./run_pytorch_gpu_simple_test.sh | ||
``` | ||
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## Test Jupyter-notebook usage with Pytorch. | ||
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Following command will test that jupyter-notebook opens properly and | ||
show information about installed pytorch version and your GPU. | ||
(Note that AMD gpus are also handled as a cuda GPU on pytorch language) | ||
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``` | ||
# source /opt/rocm_sdk_612/bin/env_rocm.sh | ||
# cd /opt/rocm_sdk_612/docs/examples/pytorch | ||
# jupyter-notebook pytorch_amd_gpu_intro.ipynb | ||
``` | ||
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## Test Pytorch MIGraphX integration | ||
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``` | ||
# source /opt/rocm_sdk_612/bin/env_rocm.sh | ||
# cd /opt/rocm_sdk_612/docs/examples/pytorch | ||
# python test_torch_migraphx_resnet50.py | ||
``` | ||
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## Test MIGraphX | ||
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``` | ||
# source /opt/rocm_sdk_612/bin/env_rocm.sh | ||
# cd /opt/rocm_sdk_612/docs/examples/migraphx | ||
# ./test_migraphx_install.sh | ||
``` | ||
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## Test ONNXRuntime | ||
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``` | ||
# source /opt/rocm_sdk_612/bin/env_rocm.sh | ||
# cd /opt/rocm_sdk_612/docs/examples/onnxruntime | ||
# test_onnxruntime_providers.py* | ||
``` | ||
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This should printout: ['MIGraphXExecutionProvider', 'ROCMExecutionProvider', 'CPUExecutionProvider'] | ||
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## Test HIPCC compiler | ||
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Following code shows how to transfer data to GPU and back | ||
by using hipcc. | ||
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``` | ||
# source /opt/rocm_sdk_612/bin/env_rocm.sh | ||
# cd /opt/rocm_sdk_612/docs/examples/hipcc/hello_world | ||
# ./build.sh | ||
``` | ||
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## Test OpenCL Integration | ||
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Following code printouts some information about OpenCL platform and devices found | ||
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``` | ||
# source /opt/rocm_sdk_612/bin/env_rocm.sh | ||
# cd /opt/rocm_sdk_612/docs/examples/opencl/check_opencl_caps | ||
# make | ||
# ./check_opencl_caps | ||
``` | ||
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Following code sends 200 numbers for GPU kernels which modifies and sends them back to userspace. | ||
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``` | ||
# source /opt/rocm_sdk_612/bin/env_rocm.sh | ||
# cd /opt/rocm_sdk_612/docs/examples/opencl/hello_world | ||
# make | ||
# ./hello_world | ||
``` | ||
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## Run Pytorch GPU Benchmark | ||
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This test is pretty extensive and takes about 50 minutes on RX 6800. | ||
Test results are collected to result-folder but the python code which | ||
is supposed to parse the results from CSV files and plot pictures needs to be fixed. | ||
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Results for different AMD and Nvidia GPUs are available in results folder. | ||
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``` | ||
# git clone https://github.com/lamikr/pytorch-gpu-benchmark/ | ||
# cd pytorch-gpu-benchmark | ||
# source /opt/rocm_sdk_612/bin/env_rocm.sh | ||
# ./test.sh | ||
``` |
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