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Update docs once migration of all cirq/optimizers to cirq/transformers is completed. #4960

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@tanujkhattar

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@tanujkhattar

Summarize the task
All existing optimizers in cirq-core/optimizers are being rewritten to follow the new transformer API (#4483), use new moment-preserving transformer primitives, and support no-compile tags (#4253) as part of #4722

Existing cirq docs should be updated to correctly reflect usages of new transformer primitives and new docs should be added for new features like support for no-compile tags, moment preserving nature of new transformers etc.

Acceptance criteria - when is the task considered done?

  • Update existing docs
  • Write new docs covering newly added features

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