* chore(deps): update python-nonmajor

* Update requirements.txt

---------

Co-authored-by: Averi Kitsch <akitsch@google.com>

Co-authored-by: Averi Kitsch <akitsch@google.com>

* chore(docs): Update DEVELOPER.md

* Update DEVELOPER.md

* Update DEVELOPER.md

* Update DEVELOPER.md

…ds (#218)

Co-authored-by: Averi Kitsch <akitsch@google.com>

feat: refactor to support both async and sync usage

fix!: support async and sync versions of indexing methods
feat: add support for sync from_engine
feat: add from_engine_args method

Release-As: 0.7.0

Release-As: 0.7.0

* chore(deps): update python-nonmajor

* Update requirements.txt

---------

Co-authored-by: Averi Kitsch <akitsch@google.com>

Thank you for opening a Pull Request! Before submitting your PR, there are a few things you can do to make sure it goes smoothly:
- [ ] Make sure to open an issue as a [bug/issue](https://togithub.com/googleapis/langchain-google-alloydb-pg-python/issues/new/choose) before writing your code!  That way we can discuss the change, evaluate designs, and agree on the general idea
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- [ ] Code coverage does not decrease (if any source code was changed)
- [ ] Appropriate docs were updated (if necessary)

Fixes #<issue_number_goes_here> 🦕

This PR contains the following updates:

| Package | Change | Age | Adoption | Passing | Confidence |
|---|---|---|---|---|---|
| [google-cloud-aiplatform](https://redirect.github.com/googleapis/python-aiplatform) | `==1.65.0` -> `==1.66.0` | [![age](https://developer.mend.io/api/mc/badges/age/pypi/google-cloud-aiplatform/1.66.0?slim=true)](https://docs.renovatebot.com/merge-confidence/) | [![adoption](https://developer.mend.io/api/mc/badges/adoption/pypi/google-cloud-aiplatform/1.66.0?slim=true)](https://docs.renovatebot.com/merge-confidence/) | [![passing](https://developer.mend.io/api/mc/badges/compatibility/pypi/google-cloud-aiplatform/1.65.0/1.66.0?slim=true)](https://docs.renovatebot.com/merge-confidence/) | [![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/google-cloud-aiplatform/1.65.0/1.66.0?slim=true)](https://docs.renovatebot.com/merge-confidence/) |

---

### Release Notes

<details>
<summary>googleapis/python-aiplatform (google-cloud-aiplatform)</summary>

### [`v1.66.0`](https://redirect.github.com/googleapis/python-aiplatform/blob/HEAD/CHANGELOG.md#1660-2024-09-11)

[Compare Source](https://redirect.github.com/googleapis/python-aiplatform/compare/v1.65.0...v1.66.0)

##### Features

-   Add max_wait_duration option to custom jobs. ([ee65917](https://redirect.github.com/googleapis/python-aiplatform/commit/ee65917fbc1edc58a7e57c3601f9329ffa1304b0))
-   Add Ray 2.33 support to SDK Client Builder, remove deprecated protocol_version from ray client context. ([708a67b](https://redirect.github.com/googleapis/python-aiplatform/commit/708a67b9b781d41564058904d60af7db9beafbe0))
-   Add support for version 2.33 for RoV Bigquery read/write, remove dead code from version 2.4 ([a4b6c60](https://redirect.github.com/googleapis/python-aiplatform/commit/a4b6c60051efe61ad590ede8682bd36b79cafc94))
-   Update Ray system tests to be compatible with new RoV 2.33 changes ([8c7bf27](https://redirect.github.com/googleapis/python-aiplatform/commit/8c7bf2724037f1ad1081d29e9534f8d26b18d95f))
-   Update setup.py for including Ray v2.33, restrict RoV prediction to 2.9.3 for now ([71c6f3c](https://redirect.github.com/googleapis/python-aiplatform/commit/71c6f3c6b48a001bfdbe5f5b47d787d4797ae9bf))

##### Bug Fixes

-   Identify nested Vertex Tensorboard profile runs for uploading when standard event data is not present ([0a08027](https://redirect.github.com/googleapis/python-aiplatform/commit/0a08027df7a7442af63522039445500ce1fdb7f1))
-   Move region tag to include imports ([6d1f7fd](https://redirect.github.com/googleapis/python-aiplatform/commit/6d1f7fdaadade0f9f6a77c136490fac58d054ca8))
-   Move region tag to include imports ([#&#8203;4357](https://redirect.github.com/googleapis/python-aiplatform/issues/4357)) ([6d1f7fd](https://redirect.github.com/googleapis/python-aiplatform/commit/6d1f7fdaadade0f9f6a77c136490fac58d054ca8))
-   Rollback change to tensorboard uploader causing increased latency ([879dbcd](https://redirect.github.com/googleapis/python-aiplatform/commit/879dbcd1ed49bee573df65e764914b708382404c))

##### Documentation

-   Update SDK Job Submission with Ray v2.33 updated comments ([7fda11f](https://redirect.github.com/googleapis/python-aiplatform/commit/7fda11fd25b5a78fcca69e48f9c734f2a8f86eb0))

</details>

---

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…m schema. (#222)

Specifying custom database schema names is now supported by all library methods. This commit highlights the same in the python notebooks.

Co-authored-by: Averi Kitsch <akitsch@google.com>

* feat: added example for chat message history with omni

* nit: resolve pr comments

Co-authored-by: Jack Wotherspoon <jackwoth@google.com>

* Update docs/chat_message_history.ipynb

Co-authored-by: Jack Wotherspoon <jackwoth@google.com>

* Fix alloy db omni init

* Update docs/chat_message_history.ipynb

* Update docs/vector_store.ipynb

---------

Co-authored-by: Jack Wotherspoon <jackwoth@google.com>
Co-authored-by: Averi Kitsch <akitsch@google.com>

* feat: Made add_embeddings method public

* Lint

* Added add_embeddings tests

* Async vectorstore: Made method private

* Removed tests for private method

* Revert changes to make method private

* Added truncate statements to assure independence of tests

---------

Co-authored-by: Averi Kitsch <akitsch@google.com>

* docs: doc skeleton

* Added steps to migrate from Pinecone to Alloy

* Formatted the doc

* Resolved comments

* Added code for milvus migration

* Added code for different vectorstores

* Resolved comments

* Added note

* Resolved comments

* re-design API

* add test dependency

* integration tests

* fix integration tests

* fix integration tests

* test

* fix test

* fix test

* finall

* merge error

* fix int test

* add docstring

* chore(main): release 0.7.0

* Update CHANGELOG.md

* Update CHANGELOG.md

---------

Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>
Co-authored-by: Averi Kitsch <akitsch@google.com>