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infnorm | 8 years ago

TensorFlow Lite is an interpreter in contrast with XLA which is a compiler. The advantage of TensorFlow lite is that a single interpreter can handle several models rather than needing specialized code for each model and each target platform. TensorFlow Lite’s core kernels have also been hand-optimized for common machine learning patterns. The advantage of compiler approaches is fusing many operations to reduce memory bandwidth (and thus speed). TensorFlow lite fuses many common patterns in the TensorFlow converter. We are of course excited about the possibility of using JIT techniques and using XLA technology within the TensorFlow Lite interpreter or as part of the TensorFlow Lite converter as a possible future direction.

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