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[RELAY] Support Random Number Generator #6813

@tqchen

Description

@tqchen

This is a consolidated thread of relay's PRNG support. PRNG are usually considered as stateful, as a result, we will need to support the following features

  • Basic block normal form (allowing reading of ref in the begining of the basic block and write to write in the end)
  • Support reference in relay vm and AOT
  • Formalize the PRNG in the form of the ref and stateful update
  • Optionally: convert the stateful update into monad form where we explicitly pass prng state

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