Integration of Quantization Framework for Binary Quantization with Indexing Flow

[Vikasht34]

Description

This PR introduces changes to the indexing flow by integrating it with the Quantization Framework, specifically adding support for Binary Quantization. Additionally, the PR includes updates to the Quantization State to provide accurate RAM usage estimates for Quantization State instances.

Related Issues

Resolves #[Issue number to be closed when this PR is merged]

Check List

• [x] New functionality includes testing.
• [x] New functionality has been documented.
• [x] API changes companion pull request created.
• [x] Commits are signed per the DCO using --signoff.
• [x] Public documentation issue/PR created.

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[Vikasht34]

This failure in Integ tests for Window is un related to this PR

REPRODUCE WITH: gradlew ':test' --tests "org.opensearch.knn.indices.ModelDaoTests.testCreate" -Dtests.seed=4AD3C3C3F1DEFD7A -Dtests.security.manager=false -Dtests.locale=teo-UG -Dtests.timezone=America/Eirunepe -Druntime.java=21
org.opensearch.knn.indices.ModelDaoTests > testCreate FAILED
    java.lang.AssertionError
        at __randomizedtesting.SeedInfo.seed([4AD3C3C3F1DEFD7A:759903A4454CD0FB]:0)
        at org.junit.Assert.fail(Assert.java:87)
        at org.junit.Assert.assertTrue(Assert.java:42)
        at org.junit.Assert.assertTrue(Assert.java:53)
        at org.opensearch.knn.indices.ModelDaoTests.testCreate(ModelDaoTests.java:110)