30 May 14:57

poissoncorp

7159ea6

7.0.2 Latest

Latest

Python Client 7.0.2 is out 🐍🚀

It delivers powerful streaming capabilities, AI Integration query API, plus a fix for handling emojis

New: Document and Query Streaming API – stream large result sets efficiently 🔄📄
New: AI Integration's using_task support in vector search – vector queries using AI Embedding Generation Tasks 🤖🧠
Fix: Better error parsing in RequestExecutor for smoother debugging 🛠️
Fix: 🐛 UTF-8 encoding added to document data – your emojis are safe now 💾📦

New Contributors

👏 @yh-0 implemented streaming support (#238)
👏 @MohKamal improved emoji handling with UTF-8 encoding (#239)

Feel free to join our Discord Community & discuss the release here: https://discord.gg/ravendb 💬🧑‍💻

💡 Highlight: AI Integration `using_task`

Perform semantic search using AI Embeddings Generation:

q = session.query(object_type=Dto).vector_search_text_using_task("EmbeddingField", "fishing", "my-ai-task")

Also supports variants:

vector_search_text_i1_using_task(...)
vector_search_text_i8_using_task(...)
All with optional is_exact=True

RavenDB Embeddings Generation docs here.

🚿 Streaming API: Lightweight Queries at Scale

Stream documents, queries, raw queries, and even query statistics without loading all results into memory:

✅ Stream a normal query

query = session.query(object_type=Color)
stream = session.advanced.stream(query)
for result in stream:
    print(result.document.name)

✅ Stream a raw RQL query

raw_query = session.advanced.raw_query("from Colors where is_primary = true", object_type=Color)
stream = session.advanced.stream(raw_query)
for result in stream:
    print(result.document.name)

✅ Stream with statistics

def stats_callback(stats):
    print(f"Total results: {stats.total_results}")

query = session.query(object_type=Color).where_equals("is_primary", True)
stream = session.advanced.stream_with_statistics(query, stats_callback)
for result in stream:
    print(result.document.name)

✅ Stream documents by ID prefix

stream = session.advanced.stream_starting_with("colors/", object_type=Color)
for result in stream:
    print(result.document.name)

PRs

RDBC-893 Fix parsing of errors inside RequestExecutor._handle_unsuccessful_response by @poissoncorp (#236)
RDBC-900 Add usingTask to Python Vector Search API by @poissoncorp (#237)
RDBC-670 Streaming by @yh-0 (#238)
Add UTF-8 encoding to document data by @MohKamal (#239)

Full Changelog: 7.0.0...7.0.2

Contributors

poissoncorp, MohKamal, and yh-0

Assets 2

12 Feb 12:37

poissoncorp

7.0.0

b644192

7.0.0

Python Client 7.0 is here 🐍⚡

Added Vector Search API, for AI & ML integrations 🦾🤖 (PR)
Added SearchEngineType to IndexDefinition - allows creating Corax static indexes 🐦‍⬛📊
Bugfixes, operations, more helper methods

Merged PRs worth mentioning

RDBC-822 Fix FacetOptions serialization by @poissoncorp in #214
RDBC-817 Implement query.projection() by @poissoncorp in #215
RDBC-843 Add GetDetailedCollectionStatisticsOperation by @poissoncorp in #217
RDBC-845 Implement AddDatabaseNodeOperation by @poissoncorp in #218
RDBC-851 Attachments bulk insert doesn't drop concurrency lock after store by @poissoncorp in #219
RDBC-844 Implement database settings operations by @poissoncorp in #222
RDBC-847 Implement documentStore.Maintenance.Server.ForNode by @poissoncorp in #223
RDBC-848 Implement session.Advanced.SessionInfo.SetContext by @poissoncorp in #224
RDBC-837/838 Move has_changes and ignore_changes_for to session.advanced by @poissoncorp in #225
RDBC-839 Use find_identity_property - implement get identity property by @poissoncorp in #226
RDBC-833 Implement session.advanced.get_current_session_node by @poissoncorp in #227

Full Changelog: 5.2.6...7.0.0

Contributors

poissoncorp

Assets 2

07 Mar 12:47

poissoncorp

5.2.6

40b1baf

5.2.6 ⚡

Breaking changes 🔥

Session methods - lazily.load() and include().load() - #210

set object_type argument as optional
inverted the object_type and key arguments order
lazily.load() now takes a list of str document IDs, not *ids

'Id' property won't be stored at the server anymore - #211

Document id is still available as a value of the Id property, but the value is set after serialization
Documents loaded as dict objects won't contain the Id key (still available via session.advanced.get_metadata_for(...)["@id"] or session.advanced.get_document_id())
Custom from_json methods that have been setting the Id property should skip that step, as the Id property will be set to a valid value after the serialization

What's new 🌬️

Added include time series API to subscription includes builder
Storing a dict-document while providing document id collection prefix (e.g. session.store({"Name":"Graziano"}, "Users/"}) stores the document under valid collection (e.g. Users), not "dicts"
Made object_type argument in get_compare_exchange_values() optional
Fixed load_starting_with_into_stream() and made it return bytes stream, instead of passing it as an argument to be modified within the method itself
Marked object_type argument as optional in many methods across the API
Fixed a bug that caused an error when disposing uninitialized RequestExecutor
Improved session.time_series_for() error messages

Assets 2

09 Feb 11:11

poissoncorp

5.2.5

8f552ab

5.2.5

What's New

Ensured full compatibility with RavenDB 6.0.x ⚡
Time Series
- Session API (#186)
- Operations (#186)
- Time series indexes (#196)
- Including (#195)
- Rollups (#196)
Creation of a document with server-generated GUID (#199)
Revisions (#201)
- Configuration
- Crud
- Force revision creation
Bulk insert (#202)
- Counters bulk insert
- Time series bulk insert
HTTPS
- Secured changes API (#204)
Multiple new useful operations & commands (#200, #203)
- ResetIndexOperation
- GetStatisticsOperation
- DeleteIndexErrorsOperation
- CreateSampleDataOperation
- ConfigureExpirationOperation
- ReorderDatabaseMembersOperation
- PromoteDatabaseNodeOperation
- NextIdentityForOperation
- SeedIdentityForOperation
- CompactDatabaseOperation
- ExplainQueryCommand
- GetIdentitiesOperation
- ToggleDatabasesStateOperation
- PutSortersOperation
- DeleteSorterOperation
- PutServerWideAnalyzersOperation
- DeleteServerWideAnalyzerOperation
- PutServerWideBackupConfigurationOperation
- GetServerWideBackupConfigurationsOperation
- GetServerWideBackupConfigurationOperation
- DeleteServerWideTaskOperation
- UpdateDocumentsCompressionConfigurationOperation
- GetLogsConfigurationOperation
- SetLogsConfigurationOperation
- SetDatabasesLockOperation
- PutServerWideSortersOperation
- DeleteServerWideSorterOperation

Breaking changes 💔

Changed method name in spatial options - GeographySpatialOptionsFactory.quad_prefix_tree_level to quad_prefix_tree_index - 243b292
Removed duplicated FacetTermSortMode - here
aggregate_by_facets now takes a list of Facets - 02346f5

Improved typehints for:

LoaderWithInclude.load()
attachments.store()
session.advanced.attachments.get()

Minor fixes for:

Facets queries
Spatial queries

The client is now being tested using Embedded RavenDB Server as a package!
https://github.com/ravendb/ravendb-python-embedded
It's a great tool for so many scenarios!

Full Changelog: 5.2.4...5.2.5

Assets 2