Adding multisample feature along with testcases

[VijayVignesh1]

Before submitting

• Was this discussed/agreed via a Github issue? (no need for typos and docs improvements)
• Did you read the contributor guideline, Pull Request section?
• Did you make sure to update the docs?
• Did you write any new necessary tests?

What does this PR do?

Fixes #317

PR review

Added support for multisample item.

Basically added a sample_count parameter which creates a batch of sub samples for each sample, given a single transform function.

Note:
Multi-sample behavior applies only when the transform is passed to the
StreamingDataset constructor (i.e., via the `transform` argument),
and not when overriding `__init__` in this subclass. 

Sample code:

    def transform_fn_sq(x, sample_idx, *args, **kwargs):
        """A simple transform function that doubles the input."""
        return x * sample_idx

    dataset = StreamingDataset(
        data_dir,
        cache_dir=str(cache_dir),
        shuffle=False,
        transform=[transform_fn_sq],
        sample_count=3,
    )

Anyone in the community is free to review the PR once the tests have passed.
If we didn't discuss your PR in GitHub issues there's a high chance it will not be merged.

Did you have fun?

Make sure you had fun coding 🙃

[VijayVignesh1]

@tchaton @deependujha @bhimrazy Can you verify the approach once? I can then make changes to the README.

[deependujha]

how will you know how many sample_count user wants?

Suggested change

	is_multisample: bool = False,
	sample_count: int = 1,

[VijayVignesh1]

This is better. I'll add this.

[codecov]

Codecov Report

❌ Patch coverage is 84.21053% with 3 lines in your changes missing coverage. Please review.
✅ Project coverage is 80%. Comparing base (359bbf1) to head (87f69b8).
⚠️ Report is 6 commits behind head on main.

Additional details and impacted files

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  Coverage    80%    80%           
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  Files        52     52           
  Lines      7330   7345   +15     
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+ Hits       5869   5884   +15     
  Misses     1461   1461           

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