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- W4289376906 abstract "We show how forward-mode automatic differentiation (AD) can be employed within larger reverse-mode computations to dynamically differentiate broadcast operations in a GPU-friendly manner. Our technique fully exploits the broadcast Jacobian's inherent sparsity structure, and unlike a pure reverse-mode approach, this mixed-mode approach does not require a backwards pass over the broadcasted operation's subgraph, obviating the need for several reverse-mode-specific programmability restrictions on user-authored broadcast operations. Most notably, this approach allows broadcast fusion in primal code despite the presence of data-dependent control flow. We discuss an experiment in which a Julia implementation of our technique outperformed pure reverse-mode TensorFlow and Julia implementations for differentiating through broadcast operations within an HM-LSTM cell update calculation." @default.
- W4289376906 created "2022-08-02" @default.
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- W4289376906 date "2018-10-18" @default.
- W4289376906 modified "2023-09-24" @default.
- W4289376906 title "Dynamic Automatic Differentiation of GPU Broadcast Kernels" @default.
- W4289376906 doi "https://doi.org/10.48550/arxiv.1810.08297" @default.
- W4289376906 hasPublicationYear "2018" @default.
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