This adds support for the following things to the binary encoding:
 * Nulls
 * Large offsets
 * Different types (e.g. String vs Binary)

In addition, I have changed the row limit on pages from `u32` to `u64`.
Partly, this is because string arrays larger that 2GB are not unheard of
and it may be nice in some cases to store them in one page. Also pages
are infrequent enough that an extra 4 bytes is trivial (actually,
protobuf already stores u32 and u64 the same). Another reason is that,
with some encodings (e.g. constant / compressed bitmap / etc.) it's
possible to have 2^64 rows without occupying a large amount of space.

Note: this is technically a `.proto` change but in protobuf `u32 -> u64`
is backwards compatible so it is not a huge issue.

…2469)

- IVF_HNSW_SQ for new search/build path
- IVF_FLAT e2e pass
- support to train quantizer with new index builder
- fix partition order broken after building
- clean IVF related types
- index builder method chaining for customizing
- impl merging deltas for new IVF_HNSW_SQ & IVF_FLAT

---------

Signed-off-by: BubbleCal <bubble-cal@outlook.com>

Add Deep Learning Artefact Management Docs to Lance Docs.

Upgrades `aws-config` because `aws-config@0.56` has a dependency on
`ring@0.16` [^1] which does not support `aarch64-pc-windows` [^2].

> error: failed to run custom build command for `ring v0.16.20`.

Support for `aarch64-pc-windows` was added in `ring@0.17` [^3] which
`aws-config@0.57` uses [^4].

Unfortunately, there's a hideous amount of changes between these two
version, although no breaking changes are mentioned in the changelog
[^5]. Does a maintainer here have a suggestion of what kind of testing
we might need to do?

[^1]:
https://github.com/awslabs/aws-sdk-rust/blob/d212f8dd428e140b8ff414261f6921b2901a7dbc/sdk/aws-config/Cargo.toml#L98-L100
[^2]: briansmith/ring#1514
[^3]:
briansmith/ring#1167 (comment)
[^4]:
https://github.com/awslabs/aws-sdk-rust/blob/511abe92a476c27d1e49758fe54eac0886ecf731/sdk/aws-config/Cargo.toml#L98-L100
[^5]: https://github.com/awslabs/aws-sdk-rust/compare/d212f8d..511abe9