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Flax.linen.conv unexpected behavior

I’m experiencing an unexpected output when using flax.linen.Conv. My output from conv layer has very odd stats. The mean is around 100-110 and sometimes is nan . I tested the same against TensorFlow 2.15 and I’m getting the expected output.