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Benchmark the layer performance

This directory contains benchmarks to compare the performance of keras.layers.XXX and tf.keras.layers.XXX. We compare the performance of both the forward pass and train step (forward & backward pass).

To run the benchmark, use the command below and change the flags according to your target:

python3 -m benchmarks.layer_benchmark.conv_benchmark \
    --benchmark_name=benchmark_conv2D \
    --num_samples=2048 \
    --batch_size=256 \
    --jit_compile=True