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graph_paper/paper.md
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The `graph_framework` is a domain specific compiler which enables domain
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scientists to create optimized kernels that can operate on Graphics Processing
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-Units (GPUs) or central processing unit (CPUs). This framework works by first
+Units (GPUs) or central processing units (CPUs). This framework works by first
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building data structures of the operations making up a physics equations.
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Algebraic simplifications are applied to the graphs to reduce them to simpler
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forms. Auto differentiation is supported by traversing existing graphs and
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