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API misuse causes.

API misuse causes.

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Figure 4: Incompatibility problem symptoms.
Figure 5: Top-level problem category comparison. (1) Favor @tf.function...
Performance fixes.
API misuse causes.
Challenges in Migrating Imperative Deep Learning Programs to Graph Execution: An Empirical Study
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  • Jan 2022
Efficiency is essential to support responsiveness w.r.t. ever-growing datasets, especially for Deep Learning (DL) systems. DL frameworks have traditionally embraced deferred execution-style DL code that supports symbolic, graph-based Deep Neural Network (DNN) computation. While scalable, such development tends to produce DL code that is error-prone...
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