The features are disabled by default and users need to explicitly
enable them. Probably it makes more sense to log on INFO level so that
users don't need to change the log level if they use the default
behavior of Spring Boot.
See gh-3003
See gh-3127
Replace spring-ai-client-chat dependency with spring-ai-model in model implementations
and memory repositories, and with spring-ai-commons in document readers. This change
improves the dependency structure by having components depend on the appropriate
abstraction level.
Additional changes:
- Add slf4j-api dependency to pdf-reader and spring-ai-retry
- Move spring-ai-client-chat to test scope in spring-ai-ollama
- Fix XML formatting in some pom.xml files
Signed-off-by: Christian Tzolov <christian.tzolov@broadcom.com>
samples() duplicates N(), both setting the same field.
Keeping only N() simplifies the builder API and aligns with ImageOptions.
Signed-off-by: Jhzlo <kjh0010703@naver.com>
Replaces redundant or conflicting stylePreset assignments with a single mergeOption call using runtime style and default stylePreset.
Signed-off-by: Jhzlo <kjh0010703@naver.com>
- Add capability configuration to enable/disable tools, resources, prompts, and completions individually
- Refactor server configuration to conditionally register capabilities based on configuration
- Add support for server instructions configuration
- Update documentation with new capability options and completion management
- Add tests for new capabilities and configurations
Resolves#3207
Signed-off-by: Christian Tzolov <christian.tzolov@broadcom.com>
- Override adviseStream method in VectorStoreChatMemoryAdvisor to properly handle streaming responses
- Add tests to verify the fix works with both normal and problematic streaming scenarios
Fixes#3152
Signed-off-by: Mark Pollack <mark.pollack@broadcom.com>
- Override adviseStream method in VectorStoreChatMemoryAdvisor to properly handle streaming responses
- Add tests to verify the fix works with both normal and problematic streaming scenarios
Fixes#3152
Signed-off-by: Mark Pollack <mark.pollack@broadcom.com>
Fixes: 3160
https://github.com/spring-projects/spring-ai/issues/3160
When using a filter expression with IN operator on a collection field in
CassandraVectorStore.similaritySearch, a ClassCastException was thrown because
the code attempted to format individual collection elements using the collection's
codec instead of the element type's codec.
This fix modifies doValue to detect when we are formatting elements inside a
collection type and use the appropriate element type codec. While Cassandra
does not support using the IN operator directly on collection columns, this fix
ensures we generate syntactically correct CQL rather than throwing a Java
exception.
The change specifically addresses ListType collections by using the element type
codec for individual elements within the list.
Signed-off-by: Soby Chacko <soby.chacko@broadcom.com>
Fixes: #3181https://github.com/spring-projects/spring-ai/issues/3181
When using CassandraVectorStore with an invalid index name and
initializeSchema=false, the application would throw a generic
NoSuchElementException from Optional.get() with message "No value present"
when trying to access the index metadata.
Changes:
- Added explicit validation of index existence in checkSchemaValid() method
- Improved error handling in getIndexSimilarity() method to provide a clear
error message when an index doesn't exist
- Added integration test to verify proper error handling with invalid index names
Signed-off-by: Soby Chacko <soby.chacko@broadcom.com>
- Updated computeRequestFilterExpression to check if the context value is already
a Filter.Expression object before attempting to parse it as a string
- Added docs for FILTER_EXPRESSION key that it accepts both String and Filter.Expression
- Added test
Fixes#3179
- Restructure navigation with clearer hierarchy using "Reference" and "Guides" sections
- Remove deprecated model-specific function calling documentation
- Update all model references to point to centralized Tool Calling documentation
- Rename "Docker Compose" to "Development-time Services" for clarity
- Move "Testing" under Reference section
- Add link to "Awesome Spring AI" community resources
Signed-off-by: Christian Tzolov <christian.tzolov@broadcom.com>
GHA workflows are automatically executed on forks where they fail.
This change prevents this (only for those workflows that are
automatically triggered, e.g.: on push or schedule).
- Added a dataSource(DataSource) method to the builder
- Now, if no dialect is specified, the implementation will attempt to detect it from the effective DataSource (either set directly or obtained from the JdbcTemplate).
- Updated builder logic to default to the DataSource from the JdbcTemplate if dataSource() is not called, ensuring dialect detection works out-of-the-box.
- The builder now prefers a directly provided DataSource, but remains backwards compatible with JdbcTemplate-based configuration.
- Added tests
Fixes#3148
Signed-off-by: Mark Pollack <mark.pollack@broadcom.com>
- Fix the QdrantValueFactory to handle "java.util.List" type
- Update the integration test to use List type values
Resolves#3164
Signed-off-by: Ilayaperumal Gopinathan <ilayaperumal.gopinathan@broadcom.com>
Fixes GH-3151
Follow-up of commit ca843e85887aa1da6300c77550c379c103500897,`includeCompletion` is renamed to `logCompletion`.
Signed-off-by: Yanming Zhou <zhouyanming@gmail.com>
- The fix overrides the adviseStream method to use ChatClientMessageAggregator to properly aggregate streaming chunks before storing them in memory, similar to how PromptChatMemoryAdvisor handles streaming responses
- Added test
Signed-off-by: Mark Pollack <mark.pollack@broadcom.com>
* The defaultConversationId was configurable, but not used. It’s now being used correctly when a custom defaultConversationId is defined.
* The memory advisors were missing the required configuration of a Schedule due to a default value missing. Now as default Scheduler is used, automatically protecting from blocking. It can be customised via “scheduler()”, replacing the old “protectFromBlocking()” method.
* The new defaultTopK options in VectorStoreChatMemoryAdvisor were documented, but not implemented. That is fixed now.
* The memory advisors were not null-safe. Now they are.
* Improved tests to check the null-safe behaviour.
* Updated the documentation accordingly.
Fixes gh-3133
Signed-off-by: Thomas Vitale <ThomasVitale@users.noreply.github.com>
Changes introduced for https://github.com/spring-projects/spring-ai/issues/2954
introduced a regression in the way OpenSearch works with test containers.
Restore the retrieval of HttpHost from OpenSearchConnectionDetails insted of getting
them directly from properties.
Signed-off-by: Soby Chacko <soby.chacko@broadcom.com>
Improve separation of concerns by keeping model-related functionality in the model module
while maintaining client-specific functionality in the client module.
- Move MessageAggregator class from spring-ai-client-chat to spring-ai-model module
- Create new ChatClientMessageAggregator in spring-ai-client-chat module to handle client-specific aggregation
- Extract client-specific aggregation logic from MessageAggregator to ChatClientMessageAggregator
- Update references in advisor classes to use the new ChatClientMessageAggregator
Signed-off-by: Christian Tzolov <christian.tzolov@broadcom.com>
- Add introduction explaining common scenarios where multiple chat models are useful.
- Restructuring the content into clear subsections:
- Multiple ChatClients with a Single Model Type
- ChatClients for Different Model Types
- Multiple OpenAI-Compatible API Endpoints
Signed-off-by: Mark Pollack <mark.pollack@broadcom.com>
Time-series each chat window in Cassandra, keeping past (and deleted) windows still in the db.
Add ability to store different MessageTypes.
Signed-off-by: mck <mck@apache.org>
