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Investigate memory usage improvements in StringEncoder and TextEncoder #1246

@GaelVaroquaux

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@GaelVaroquaux

I just blew up the memory of my computer using the StringEncoder and TextEncoder.

I have not look at their code, but I was wondering if we could check that they use float32 internal representations, and if not ensure this.

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