Multimodal: add tokenizer path

[faradawn]

What does this PR do ?

Fix: #3465

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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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[faradawn]

/ok to test 20f7599

[faradawn]

/ok to test f91cfa8

[faradawn]

/ok to test f91cfa8

[dimapihtar]

/ok to test 9b1c113