* Add skeleton for fastvector registration
* * fix(qdrant_client.py): fix import statement for QdrantClientMixin from fastembed instead of fastvector
* fix(qdrant_client.py): remove unnecessary print statement
* * chore(README.md): add bullet point for extensive test coverage
* feat(README.md): add section for Fast Embeddings + Simpler API
* fix(README.md): fix formatting of code block and update code example for Qdrant Client usage
*
* * fix(qdrant_client.py): remove unused imports and code
* feat(qdrant_client.py): add support for adding and querying documents with fastembed installed
* test(qdrant_client.py): add tests for adding and querying documents with and without fastembed installed
* * feat(qdrant_client.py): add support for fastembed.qdrant_mixin.QdrantAPIExtensions for upsert_docs and search_docs methods
* * fix(qdrant_client.py): remove unused import of SearchParams
* feat(qdrant_client.py): add return type hint to QdrantClient.search_docs method
* * fix(qdrant_client.py): fix import statement for SearchParams class in qdrant_client.py
* * feat(models.py): add QueryResponse model for handling query responses
* * feat(qdrant_client.py): add batch_iterable method to QdrantClient class
* * chore(qdrant_client.py): reformat code for better readability
* * chore(test_qdrant_client.py): add type hinting to fastembed_setup fixture
* test(test_qdrant_client.py): add test for client_close function
* * chore(.gitignore): add pattern for ignoring .tar.gz files
* * refactor(test_qdrant_client.py): remove unused imports and variables
* chore(test_qdrant_client.py): reformat import statements for better readability
* * chore(test_qdrant_client.py): remove unused fixtures and test cases
* * chore(qdrant_client.py): remove unused imports
* Add test skeleton
* * chore(.gitignore): add local_cache/*/* to ignore local cache files
* * fix(qdrant_client.py): change import statement for fastembed to use DefaultEmbedding instead of FlagEmbedding
* refactor(qdrant_client.py): refactor code to remove unnecessary loop
* * fix(qdrant_client.py): import missing models in qdrant_client.py
* feat(qdrant_client.py): add support for search parameters in search method
* refactor(qdrant_client.py): refactor indexing logic to handle embeddings correctly
* * test(test_fast_embed.py): add assertion to verify count of documents in collection
* test(test_fast_embed.py): remove unused code
* test(test_fast_embed.py): add TODO comment for future assertions
* * chore(pyproject.toml): add optional fastembed group to poetry dependencies
* feat(pyproject.toml): add fastembed dependency to fastembed group
* * chore(qdrant_client.py): add check for fastembed installation in QdrantClient constructor
* * fix(test_fast_embed.py): skip test if FastEmbed is not installed
* fix(test_fast_embed.py): add default values for test_no_install parameters
* fix(test_fast_embed.py): skip test if FastEmbed is installed
* Delete unused usage file
* * chore(models.py): remove unused QueryResponse class
* feat(qdrant_client.py): add QueryResponse class
* * refactor(qdrant_client.py): organize imports and fix type hinting for QueryResponse class
* review fixes
* make mypy happy
* review fixes
* fix mypy
---------
Co-authored-by: generall <andrey@vasnetsov.com>
* Update README.md
Add distance parameter, as it is required in the current version
* Use enum instead of string for distance
The example in README used string for a distance function. That has been changed to enum, as suggested.
