[DEV] Update emerging optimizers

[skyw]

What does this PR do ?

added into main PR #2241

Bump emerging-optimizer dependency to v0.1.0

⚠️ For major changes (either in lines of code or in its impact), please make sure to first share discuss a design-doc with the team.

Contribution process

flowchart LR
    A[Pre-checks] --> B[PR Tests]
    subgraph Code Review/Approval
        C1[Expert Review] --> C2[Final Review]
    end
    B --> C1
    C2 --> D[Merge]

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Pre-checks

• I want this PR in a versioned release and have added the appropriate Milestone (e.g., Core 0.8)
• I have added relevant unit tests
• I have added relevant functional tests
• I have added proper typing to my code Typing guidelines
• I have added relevant documentation
• I have run the autoformatter.sh on my PR

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[skyw]

/ok to test a6b7a6a

[skyw]

/ok to test 3062f72

[FDecaYed]

looks good to me. missing PR to main, cherry-picked into umbrella muon PR for main #2241

[FDecaYed]

/ok to test 688c272

[FDecaYed]

/ok to test e2bb6c3