* feat: add compound tag filtering via tag_groups
Adds tag_groups to RecallRequest and ReflectRequest to express arbitrary
boolean tag predicates: leaf {tags, match}, and/or/not compounds.
Top-level groups are AND-ed. Existing tags/tags_match unchanged.
Examples:
Step filter AND user scope:
tag_groups: [{tags: ["step:5","step:8"], match: "any_strict"},
{tags: ["user:alice"], match: "all_strict"}]
Exclusion:
tag_groups: [{tags: ["user:alice"], match: "all_strict"},
{not: {tags: ["archived"], match: "any_strict"}}]
- Recursive SQL builder (build_tag_groups_where_clause) threads through
all 4 retrieval strategies (semantic/BM25, temporal, graph, MPFP)
- Python-side filter (filter_results_by_tag_groups) for post-traversal
- 22 new unit tests
- OpenAPI spec + all clients regenerated (Rust, Python, TypeScript, Go)
* fix: add tag_groups: None to Rust CLI struct initializers
* fix: add tag_groups: None to Rust client test RecallRequest initializer
* feat: reject tags+tag_groups together, add tag_groups integration tests
- Add model_validator to RecallRequest and ReflectRequest that returns 422
when both `tags` and `tag_groups` are set (mutually exclusive)
- Add 5 integration tests for tag_groups compound filtering:
* validation: 422 when both fields are set
* AND filter: two leaf groups (step scope AND user scope)
* OR compound: user:alice OR user:bob
* NOT compound: user:alice AND NOT archived
* Nested: user:alice AND (step:5 OR step:8)
* ci: trigger CI run
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|---|---|---|
| .. | ||
| api | ||
| test | ||
| .gitignore | ||
| api_banks.go | ||
| api_directives.go | ||
| api_documents.go | ||
| api_entities.go | ||
| api_files.go | ||
| api_memory.go | ||
| api_mental_models.go | ||
| api_monitoring.go | ||
| api_operations.go | ||
| api_webhooks.go | ||
| client.go | ||
| configuration.go | ||
| go.mod | ||
| go.sum | ||
| hindsight_client.go | ||
| integration_test.go | ||
| model_add_background_request.go | ||
| model_async_operation_submit_response.go | ||
| model_background_response.go | ||
| model_bank_config_response.go | ||
| model_bank_config_update.go | ||
| model_bank_list_item.go | ||
| model_bank_list_response.go | ||
| model_bank_profile_response.go | ||
| model_bank_stats_response.go | ||
| model_budget.go | ||
| model_cancel_operation_response.go | ||
| model_child_operation_status.go | ||
| model_chunk_data.go | ||
| model_chunk_include_options.go | ||
| model_chunk_response.go | ||
| model_clear_memory_observations_response.go | ||
| model_consolidation_response.go | ||
| model_create_bank_request.go | ||
| model_create_directive_request.go | ||
| model_create_mental_model_request.go | ||
| model_create_mental_model_response.go | ||
| model_create_webhook_request.go | ||
| model_delete_document_response.go | ||
| model_delete_response.go | ||
| model_directive_list_response.go | ||
| model_directive_response.go | ||
| model_disposition_traits.go | ||
| model_document_response.go | ||
| model_entity_detail_response.go | ||
| model_entity_include_options.go | ||
| model_entity_input.go | ||
| model_entity_list_item.go | ||
| model_entity_list_response.go | ||
| model_entity_observation_response.go | ||
| model_entity_state_response.go | ||
| model_features_info.go | ||
| model_file_retain_response.go | ||
| model_graph_data_response.go | ||
| model_http_validation_error.go | ||
| model_include_options.go | ||
| model_list_documents_response.go | ||
| model_list_memory_units_response.go | ||
| model_list_tags_response.go | ||
| model_memory_item.go | ||
| model_mental_model_list_response.go | ||
| model_mental_model_response.go | ||
| model_mental_model_trigger.go | ||
| model_not.go | ||
| model_observation_scopes.go | ||
| model_operation_response.go | ||
| model_operation_status_response.go | ||
| model_operations_list_response.go | ||
| model_recall_request.go | ||
| model_recall_request_tag_groups_inner.go | ||
| model_recall_response.go | ||
| model_recall_result.go | ||
| model_reflect_based_on.go | ||
| model_reflect_directive.go | ||
| model_reflect_fact.go | ||
| model_reflect_include_options.go | ||
| model_reflect_llm_call.go | ||
| model_reflect_mental_model.go | ||
| model_reflect_request.go | ||
| model_reflect_response.go | ||
| model_reflect_tool_call.go | ||
| model_reflect_trace.go | ||
| model_retain_request.go | ||
| model_retain_response.go | ||
| model_retry_operation_response.go | ||
| model_source_facts_include_options.go | ||
| model_tag_group_and.go | ||
| model_tag_group_leaf.go | ||
| model_tag_group_not.go | ||
| model_tag_group_or.go | ||
| model_tag_item.go | ||
| model_timestamp.go | ||
| model_token_usage.go | ||
| model_tool_calls_include_options.go | ||
| model_update_directive_request.go | ||
| model_update_disposition_request.go | ||
| model_update_document_request.go | ||
| model_update_document_response.go | ||
| model_update_mental_model_request.go | ||
| model_update_webhook_request.go | ||
| model_validation_error.go | ||
| model_validation_error_loc_inner.go | ||
| model_version_response.go | ||
| model_webhook_delivery_list_response.go | ||
| model_webhook_delivery_response.go | ||
| model_webhook_http_config.go | ||
| model_webhook_list_response.go | ||
| model_webhook_response.go | ||
| null_test.go | ||
| openapi-generator-cli.jar | ||
| openapi-generator-config.yaml | ||
| README.md | ||
| response.go | ||
| trace_test.go | ||
| utils.go | ||
Go API client for hindsight
HTTP API for Hindsight
Overview
This API client was generated by the OpenAPI Generator project. By using the OpenAPI-spec from a remote server, you can easily generate an API client.
- API version: 0.4.11
- Package version: 1.0.0
- Generator version: 7.10.0
- Build package: org.openapitools.codegen.languages.GoClientCodegen
Installation
Install the following dependencies:
go get github.com/stretchr/testify/assert
go get golang.org/x/net/context
Put the package under your project folder and add the following in import:
import hindsight "github.com/vectorize-io/hindsight/hindsight-clients/go"
To use a proxy, set the environment variable HTTP_PROXY:
os.Setenv("HTTP_PROXY", "http://proxy_name:proxy_port")
Configuration of Server URL
Default configuration comes with Servers field that contains server objects as defined in the OpenAPI specification.
Select Server Configuration
For using other server than the one defined on index 0 set context value hindsight.ContextServerIndex of type int.
ctx := context.WithValue(context.Background(), hindsight.ContextServerIndex, 1)
Templated Server URL
Templated server URL is formatted using default variables from configuration or from context value hindsight.ContextServerVariables of type map[string]string.
ctx := context.WithValue(context.Background(), hindsight.ContextServerVariables, map[string]string{
"basePath": "v2",
})
Note, enum values are always validated and all unused variables are silently ignored.
URLs Configuration per Operation
Each operation can use different server URL defined using OperationServers map in the Configuration.
An operation is uniquely identified by "{classname}Service.{nickname}" string.
Similar rules for overriding default operation server index and variables applies by using hindsight.ContextOperationServerIndices and hindsight.ContextOperationServerVariables context maps.
ctx := context.WithValue(context.Background(), hindsight.ContextOperationServerIndices, map[string]int{
"{classname}Service.{nickname}": 2,
})
ctx = context.WithValue(context.Background(), hindsight.ContextOperationServerVariables, map[string]map[string]string{
"{classname}Service.{nickname}": {
"port": "8443",
},
})
Documentation for API Endpoints
All URIs are relative to http://localhost
| Class | Method | HTTP request | Description |
|---|---|---|---|
| BanksAPI | AddBankBackground | Post /v1/default/banks/{bank_id}/background | Add/merge memory bank background (deprecated) |
| BanksAPI | ClearObservations | Delete /v1/default/banks/{bank_id}/observations | Clear all observations |
| BanksAPI | CreateOrUpdateBank | Put /v1/default/banks/{bank_id} | Create or update memory bank |
| BanksAPI | DeleteBank | Delete /v1/default/banks/{bank_id} | Delete memory bank |
| BanksAPI | GetAgentStats | Get /v1/default/banks/{bank_id}/stats | Get statistics for memory bank |
| BanksAPI | GetBankConfig | Get /v1/default/banks/{bank_id}/config | Get bank configuration |
| BanksAPI | GetBankProfile | Get /v1/default/banks/{bank_id}/profile | Get memory bank profile |
| BanksAPI | ListBanks | Get /v1/default/banks | List all memory banks |
| BanksAPI | ResetBankConfig | Delete /v1/default/banks/{bank_id}/config | Reset bank configuration |
| BanksAPI | TriggerConsolidation | Post /v1/default/banks/{bank_id}/consolidate | Trigger consolidation |
| BanksAPI | UpdateBank | Patch /v1/default/banks/{bank_id} | Partial update memory bank |
| BanksAPI | UpdateBankConfig | Patch /v1/default/banks/{bank_id}/config | Update bank configuration |
| BanksAPI | UpdateBankDisposition | Put /v1/default/banks/{bank_id}/profile | Update memory bank disposition |
| DirectivesAPI | CreateDirective | Post /v1/default/banks/{bank_id}/directives | Create directive |
| DirectivesAPI | DeleteDirective | Delete /v1/default/banks/{bank_id}/directives/{directive_id} | Delete directive |
| DirectivesAPI | GetDirective | Get /v1/default/banks/{bank_id}/directives/{directive_id} | Get directive |
| DirectivesAPI | ListDirectives | Get /v1/default/banks/{bank_id}/directives | List directives |
| DirectivesAPI | UpdateDirective | Patch /v1/default/banks/{bank_id}/directives/{directive_id} | Update directive |
| DocumentsAPI | DeleteDocument | Delete /v1/default/banks/{bank_id}/documents/{document_id} | Delete a document |
| DocumentsAPI | GetChunk | Get /v1/default/chunks/{chunk_id} | Get chunk details |
| DocumentsAPI | GetDocument | Get /v1/default/banks/{bank_id}/documents/{document_id} | Get document details |
| DocumentsAPI | ListDocuments | Get /v1/default/banks/{bank_id}/documents | List documents |
| EntitiesAPI | GetEntity | Get /v1/default/banks/{bank_id}/entities/{entity_id} | Get entity details |
| EntitiesAPI | ListEntities | Get /v1/default/banks/{bank_id}/entities | List entities |
| EntitiesAPI | RegenerateEntityObservations | Post /v1/default/banks/{bank_id}/entities/{entity_id}/regenerate | Regenerate entity observations (deprecated) |
| MemoryAPI | ClearBankMemories | Delete /v1/default/banks/{bank_id}/memories | Clear memory bank memories |
| MemoryAPI | GetGraph | Get /v1/default/banks/{bank_id}/graph | Get memory graph data |
| MemoryAPI | GetMemory | Get /v1/default/banks/{bank_id}/memories/{memory_id} | Get memory unit |
| MemoryAPI | ListMemories | Get /v1/default/banks/{bank_id}/memories/list | List memory units |
| MemoryAPI | ListTags | Get /v1/default/banks/{bank_id}/tags | List tags |
| MemoryAPI | RecallMemories | Post /v1/default/banks/{bank_id}/memories/recall | Recall memory |
| MemoryAPI | Reflect | Post /v1/default/banks/{bank_id}/reflect | Reflect and generate answer |
| MemoryAPI | RetainMemories | Post /v1/default/banks/{bank_id}/memories | Retain memories |
| MentalModelsAPI | CreateMentalModel | Post /v1/default/banks/{bank_id}/mental-models | Create mental model |
| MentalModelsAPI | DeleteMentalModel | Delete /v1/default/banks/{bank_id}/mental-models/{mental_model_id} | Delete mental model |
| MentalModelsAPI | GetMentalModel | Get /v1/default/banks/{bank_id}/mental-models/{mental_model_id} | Get mental model |
| MentalModelsAPI | ListMentalModels | Get /v1/default/banks/{bank_id}/mental-models | List mental models |
| MentalModelsAPI | RefreshMentalModel | Post /v1/default/banks/{bank_id}/mental-models/{mental_model_id}/refresh | Refresh mental model |
| MentalModelsAPI | UpdateMentalModel | Patch /v1/default/banks/{bank_id}/mental-models/{mental_model_id} | Update mental model |
| MonitoringAPI | GetVersion | Get /version | Get API version and feature flags |
| MonitoringAPI | HealthEndpointHealthGet | Get /health | Health check endpoint |
| MonitoringAPI | MetricsEndpointMetricsGet | Get /metrics | Prometheus metrics endpoint |
| OperationsAPI | CancelOperation | Delete /v1/default/banks/{bank_id}/operations/{operation_id} | Cancel a pending async operation |
| OperationsAPI | GetOperationStatus | Get /v1/default/banks/{bank_id}/operations/{operation_id} | Get operation status |
| OperationsAPI | ListOperations | Get /v1/default/banks/{bank_id}/operations | List async operations |
Documentation For Models
- AddBackgroundRequest
- AsyncOperationSubmitResponse
- BackgroundResponse
- BankConfigResponse
- BankConfigUpdate
- BankListItem
- BankListResponse
- BankProfileResponse
- BankStatsResponse
- Budget
- CancelOperationResponse
- ChunkData
- ChunkIncludeOptions
- ChunkResponse
- ConsolidationResponse
- CreateBankRequest
- CreateDirectiveRequest
- CreateMentalModelRequest
- CreateMentalModelResponse
- DeleteDocumentResponse
- DeleteResponse
- DirectiveListResponse
- DirectiveResponse
- DispositionTraits
- DocumentResponse
- EntityDetailResponse
- EntityIncludeOptions
- EntityInput
- EntityListItem
- EntityListResponse
- EntityObservationResponse
- EntityStateResponse
- FeaturesInfo
- GraphDataResponse
- HTTPValidationError
- IncludeOptions
- ListDocumentsResponse
- ListMemoryUnitsResponse
- ListTagsResponse
- MemoryItem
- MentalModelListResponse
- MentalModelResponse
- MentalModelTrigger
- OperationResponse
- OperationStatusResponse
- OperationsListResponse
- RecallRequest
- RecallResponse
- RecallResult
- ReflectBasedOn
- ReflectDirective
- ReflectFact
- ReflectIncludeOptions
- ReflectLLMCall
- ReflectMentalModel
- ReflectRequest
- ReflectResponse
- ReflectToolCall
- ReflectTrace
- RetainRequest
- RetainResponse
- TagItem
- TokenUsage
- ToolCallsIncludeOptions
- UpdateDirectiveRequest
- UpdateDispositionRequest
- UpdateMentalModelRequest
- ValidationError
- ValidationErrorLocInner
- VersionResponse
Documentation For Authorization
Endpoints do not require authorization.
Documentation for Utility Methods
Due to the fact that model structure members are all pointers, this package contains a number of utility functions to easily obtain pointers to values of basic types. Each of these functions takes a value of the given basic type and returns a pointer to it:
PtrBoolPtrIntPtrInt32PtrInt64PtrFloatPtrFloat32PtrFloat64PtrStringPtrTime