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chapter_computational-performance/auto-parallelism.md

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## Parallel Computation on GPUs
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Let's start by defining a reference workload to test: the `run` function below performs 10 matrix-matrix multiplications on the device of our choice using data allocated into two variables: `x_gpu1` and `x_gpu2`.
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Let's start by defining a reference workload to test: the `run` function below performs 50 matrix-matrix multiplications on the device of our choice using data allocated into two variables: `x_gpu1` and `x_gpu2`.
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```{.python .input}
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#@tab mxnet

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