Add Fp16 fused lstm w/ Eigen (on CPU) and add fp16 unittests
* Add unittests for fp16 fused lstm and cell_clipping * Init weights with 6 non-zero mantissa bits * Pick rtol, atol = 8e-3, 8e-4 (precision for values in [0, 0.5] is about 5e-4) * Add fp16 benchmarks and benchmark target PiperOrigin-RevId: 219877548
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