Index

A

aad_scope (qfa.settings.DatabaseSettings attribute) ABUSE_OF_OFFICIAL_POSITION (qfa.domain.sensitivity_types.SensitivityType attribute) add_key() (in module qfa.api.routes_admin) (qfa.adapters.db.SQLAlchemyAuthAdapter method) (qfa.domain.ports.AuthManagementPort method) (qfa.services.auth_orchestrator.AuthOrchestrator method) add_tenant() (in module qfa.api.routes_admin) (qfa.adapters.db.SQLAlchemyAuthAdapter method) (qfa.domain.ports.AuthManagementPort method) (qfa.services.auth_orchestrator.AuthOrchestrator method) AggregateSummaryResultModel (class in qfa.domain.models) ALCOHOL_OR_NARCOTIC_ABUSE (qfa.domain.sensitivity_types.SensitivityType attribute) allows_superusers (qfa.api.schemas.ApiAddTenantRequest attribute) (qfa.api.schemas.ApiTenant attribute) (qfa.domain.models.TenantInfo attribute) AllUsageByOperationResponse (class in qfa.api.schemas_usage) AllUsageStatsResponse (class in qfa.api.schemas_usage) analysis (qfa.api.schemas.ApiAnalyzeBulkResponse attribute) AnalysisError AnalysisRequestModel (class in qfa.domain.models) AnalysisResultModel (class in qfa.domain.models) AnalysisTimeoutError analyze (qfa.api.composition.ServiceGraph attribute) ANALYZE (qfa.domain.usage_models.Operation attribute) analyze (qfa.settings.AppSettings attribute) analyze_bulk() (in module qfa.api.routes) (qfa.services.analyze.AnalyzeService method) analyze_hierarchical() (qfa.services.analyze.AnalyzeService method) AnalyzeJudgeResult (class in qfa.services.analyze) AnalyzeService (class in qfa.services.analyze) AnalyzeSettings (class in qfa.settings) AnonymizationPort (class in qfa.domain.ports) anonymize() (qfa.adapters.presidio_anonymizer.PresidioAnonymizer method) (qfa.domain.ports.AnonymizationPort method) anonymize_records() (qfa.services.llm_call_executor.LLMCallExecutor method) anonymize_text() (qfa.services.llm_call_executor.LLMCallExecutor method) api_base (qfa.settings.JudgeLLMSettings attribute) (qfa.settings.LLMSettings attribute) api_key (qfa.api.schemas.ApiAddKeyResponse attribute) (qfa.domain.models.KeyCreationResponse attribute) (qfa.settings.JudgeLLMSettings attribute) (qfa.settings.LLMSettings attribute) api_keys (qfa.settings.AuthSettings attribute) api_version (qfa.settings.JudgeLLMSettings attribute) (qfa.settings.LLMSettings attribute) ApiAddKeyRequest (class in qfa.api.schemas) ApiAddKeyResponse (class in qfa.api.schemas) ApiAddTenantRequest (class in qfa.api.schemas)

ApiAddTenantResponse (class in qfa.api.schemas) ApiAnalyzeBulkResponse (class in qfa.api.schemas) ApiAnalyzeRequest (class in qfa.api.schemas) ApiAssignCodesRequest (class in qfa.api.schemas) ApiAssignCodesResponse (class in qfa.api.schemas) ApiAssignedCode (class in qfa.api.schemas) ApiAuthKey (class in qfa.api.schemas) ApiAuthKeysResponse (class in qfa.api.schemas) ApiBulkInferenceRequestBase (class in qfa.api.schemas) ApiBulkInferenceResponseBase (class in qfa.api.schemas) ApiCodingFramework (class in qfa.api.schemas) ApiCodingNode (class in qfa.api.schemas) ApiCodingTrendCell (class in qfa.api.schemas) ApiCodingTrends (class in qfa.api.schemas) ApiDetectSensitiveRequest (class in qfa.api.schemas) ApiDetectSensitiveResponse (class in qfa.api.schemas) ApiErrorDetail (class in qfa.api.schemas) ApiErrorFieldDetail (class in qfa.api.schemas) ApiErrorResponse (class in qfa.api.schemas) ApiFeedbackRecordInput (class in qfa.api.schemas) ApiFeedbackRecordMetadata (class in qfa.api.schemas) ApiHealthResponse (class in qfa.api.schemas) ApiSingleInferenceRequestBase (class in qfa.api.schemas) ApiSummarizeBulkRequest (class in qfa.api.schemas) ApiSummarizeBulkResponse (class in qfa.api.schemas) ApiSummarizeRequest (class in qfa.api.schemas) ApiSummarizeResponse (class in qfa.api.schemas) ApiTenant (class in qfa.api.schemas) ApiTenantsResponse (class in qfa.api.schemas) applicationinsights_connection_string (qfa.settings.TelemetrySettings attribute) AppSettings (class in qfa.settings) ASSIGN_CODES (qfa.domain.usage_models.Operation attribute) assign_codes() (in module qfa.api.routes) (qfa.services.coding.CodingService method) assigned_codes (qfa.api.schemas.ApiAssignCodesResponse attribute) (qfa.domain.models.CodedFeedbackRecordModel attribute) AssignedCodeModel (class in qfa.domain.models) auth (qfa.settings.AppSettings attribute) auth_keys (qfa.api.schemas.ApiAuthKeysResponse attribute) auth_mode (qfa.settings.DatabaseSettings attribute) authenticate_request() (in module qfa.api.dependencies) AuthenticationError AuthKeyInfo (class in qfa.domain.models) AuthLookupPort (class in qfa.domain.ports) AuthManagementPort (class in qfa.domain.ports) AuthOrchestrator (class in qfa.services.auth_orchestrator) AuthorizationError AuthSettings (class in qfa.settings) avg (qfa.domain.usage_models.DistributionStats attribute)

B

basicConfig (qfa.settings.LogSettings attribute) batch_size (qfa.settings.EmbeddingSettings attribute) bounded_complete() (qfa.services.llm_call_executor.LLMCallExecutor method) build_analyze_judge_system_message() (in module qfa.services.prompts) build_analyze_service() (in module qfa.api.composition) build_analyze_user_message() (in module qfa.services.prompts) build_bge_m3_embedder() (in module qfa.adapters.embedding) build_coding_messages() (in module qfa.services.coding_classifier) build_coding_trend_table() (in module qfa.services.coding_trends) build_embedder() (in module qfa.api.composition)

build_feedback_record_envelope() (in module qfa.services.prompts) build_feedback_records_envelope() (in module qfa.services.prompts) build_judge_messages() (in module qfa.services.coding_classifier) build_llm_client() (in module qfa.api.app) build_map_system_message() (in module qfa.services.hierarchical_prompts) build_onnx_embedder() (in module qfa.adapters.embedding) build_output_language_instruction() (in module qfa.services.prompts) build_reduce_system_message() (in module qfa.services.hierarchical_prompts) build_reduce_user_message() (in module qfa.services.hierarchical_prompts) build_services() (in module qfa.api.composition)

C

call_duration (qfa.domain.usage_models.UsageMetrics attribute) call_duration_ms (qfa.domain.usage_models.LLMCallRecord attribute) call_id (qfa.domain.usage_models.CallContext attribute) (qfa.domain.usage_models.LLMCallRecord attribute) call_scope() (in module qfa.services.call_context) call_scope_for() (in module qfa.api.dependencies) call_seconds (qfa.services.llm_call_executor.SlotTiming attribute) CallContext (class in qfa.domain.usage_models) CallStatus (class in qfa.domain.usage_models) cells (qfa.api.schemas.ApiCodingTrends attribute) (qfa.domain.clustering_models.CodingTrendTable attribute) chars_per_token (qfa.settings.LLMSettings attribute) (qfa.settings.OrchestratorSettings attribute) check_deadline_and_get_timeout() (qfa.services.llm_call_executor.LLMCallExecutor method) check_token_limit() (qfa.services.llm_call_executor.LLMCallExecutor method) children (qfa.api.schemas.ApiCodingNode attribute) (qfa.domain.models.CodingNode attribute) Chunk (class in qfa.domain.chunk_models) cluster_records() (in module qfa.services.clustering) clustering_metric (qfa.settings.AnalyzeSettings attribute) code (qfa.api.schemas.ApiCodingTrendCell attribute) (qfa.api.schemas.ApiErrorDetail attribute) (qfa.domain.clustering_models.CodingTrendCell attribute) CODE_OF_CONDUCT_VIOLATION (qfa.domain.sensitivity_types.SensitivityType attribute) coded_feedback_records (qfa.domain.models.CodingAssignmentResultModel attribute) CodedFeedbackRecordModel (class in qfa.domain.models) CodePathOption (class in qfa.services.coding_classifier) coding (qfa.api.composition.ServiceGraph attribute) coding_level_1 (qfa.api.schemas.ApiFeedbackRecordMetadata attribute) (qfa.domain.models.FeedbackRecordMetadataModel attribute) coding_level_1_id (qfa.api.schemas.ApiAssignedCode attribute) (qfa.domain.models.AssignedCodeModel attribute) coding_level_1_name (qfa.api.schemas.ApiAssignedCode attribute) (qfa.domain.models.AssignedCodeModel attribute) coding_level_2 (qfa.api.schemas.ApiFeedbackRecordMetadata attribute) (qfa.domain.models.FeedbackRecordMetadataModel attribute) coding_level_2_id (qfa.api.schemas.ApiAssignedCode attribute) (qfa.domain.models.AssignedCodeModel attribute) coding_level_2_name (qfa.api.schemas.ApiAssignedCode attribute) (qfa.domain.models.AssignedCodeModel attribute) coding_level_3 (qfa.api.schemas.ApiFeedbackRecordMetadata attribute) (qfa.domain.models.FeedbackRecordMetadataModel attribute) coding_level_3_id (qfa.api.schemas.ApiAssignedCode attribute) (qfa.domain.models.AssignedCodeModel attribute)

coding_level_3_name (qfa.api.schemas.ApiAssignedCode attribute) (qfa.domain.models.AssignedCodeModel attribute) coding_levels (qfa.api.schemas.ApiAssignCodesRequest attribute) (qfa.domain.models.CodingAssignmentRequestModel attribute) coding_trend_code_fields (qfa.settings.AnalyzeSettings attribute) coding_trends (qfa.api.schemas.ApiAnalyzeBulkResponse attribute) (qfa.domain.models.AnalysisResultModel attribute) CodingAssignmentRequestModel (class in qfa.domain.models) CodingAssignmentResultModel (class in qfa.domain.models) CodingFramework (class in qfa.domain.models) CodingNode (class in qfa.domain.models) CodingResponse (class in qfa.services.coding_classifier) CodingService (class in qfa.services.coding) CodingTrendCell (class in qfa.domain.clustering_models) CodingTrendTable (class in qfa.domain.clustering_models) complete() (qfa.adapters.llm_client.LiteLLMClient method) (qfa.adapters.tracking_llm.TrackingLLMAdapter method) (qfa.domain.ports.LLMPort method) (qfa.services.llm_call_executor.LLMCallExecutor method) completion_tokens (qfa.domain.models.LLMResponse attribute) confidence (qfa.api.schemas.ApiAnalyzeBulkResponse attribute) (qfa.domain.models.AnalysisResultModel attribute) confidence_aggregate (qfa.api.schemas.ApiAssignedCode attribute) (qfa.domain.models.AssignedCodeModel attribute) confidence_level_1 (qfa.api.schemas.ApiAssignedCode attribute) (qfa.domain.models.AssignedCodeModel attribute) confidence_level_2 (qfa.api.schemas.ApiAssignedCode attribute) (qfa.domain.models.AssignedCodeModel attribute) confidence_level_3 (qfa.api.schemas.ApiAssignedCode attribute) (qfa.domain.models.AssignedCodeModel attribute) confidence_threshold (qfa.api.schemas.ApiAssignCodesRequest attribute) (qfa.domain.models.CodingAssignmentRequestModel attribute) CONFLICT_OF_INTEREST (qfa.domain.sensitivity_types.SensitivityType attribute) content (qfa.api.schemas.ApiFeedbackRecordInput attribute) (qfa.domain.models.FeedbackRecordModel attribute) CORRUPTION (qfa.domain.sensitivity_types.SensitivityType attribute) cost (qfa.domain.models.LLMResponse attribute) cost_usd (qfa.domain.usage_models.LLMCallRecord attribute) count (qfa.api.schemas.ApiCodingTrendCell attribute) (qfa.domain.clustering_models.CodingTrendCell attribute) create_app() (in module qfa.api.app) create_async_engine_from_settings() (in module qfa.adapters.db) create_session_factory() (in module qfa.adapters.db) created (qfa.api.schemas.ApiFeedbackRecordMetadata attribute) (qfa.domain.models.FeedbackRecordMetadataModel attribute)

D

DatabaseSettings (class in qfa.settings) db (qfa.settings.AppSettings attribute) deanonymize() (qfa.adapters.presidio_anonymizer.PresidioAnonymizer method) (qfa.domain.ports.AnonymizationPort method) deanonymize_json() (qfa.services.llm_call_executor.LLMCallExecutor method) debug (qfa.settings.AppSettings attribute) default_coding_trend_period (qfa.settings.AnalyzeSettings attribute) DEFAULT_EMBEDDING_BATCH_SIZE (in module qfa.settings) delete_key() (in module qfa.api.routes_admin) (qfa.adapters.db.SQLAlchemyAuthAdapter method) (qfa.domain.ports.AuthManagementPort method) (qfa.services.auth_orchestrator.AuthOrchestrator method)

delete_tenant() (in module qfa.api.routes_admin) (qfa.adapters.db.SQLAlchemyAuthAdapter method) (qfa.domain.ports.AuthManagementPort method) (qfa.services.auth_orchestrator.AuthOrchestrator method) dense_dim (qfa.settings.EmbeddingSettings attribute) detect_language() (in module qfa.adapters.presidio_anonymizer) DETECT_SENSITIVE (qfa.domain.usage_models.Operation attribute) detect_sensitive() (in module qfa.api.routes) detect_sensitive_content() (qfa.services.sensitivity.SensitivityService method) detect_source_language() (in module qfa.services.language) DistributionStats (class in qfa.domain.usage_models) DomainError

E

elapsed_seconds (qfa.utils.Stopwatch attribute) embed() (qfa.adapters.embedding.OnnxEmbedder method) (qfa.domain.ports.EmbeddingPort method) embedding (qfa.settings.AppSettings attribute) EmbeddingPort (class in qfa.domain.ports) EmbeddingSettings (class in qfa.settings) EMBEZZLEMENT (qfa.domain.sensitivity_types.SensitivityType attribute) ENVIRONMENTAL_HEALTH_AND_SAFETY_ISSUES (qfa.domain.sensitivity_types.SensitivityType attribute) ENVIRONMENTAL_VIOLATIONS (qfa.domain.sensitivity_types.SensitivityType attribute) EnvironmentAuthLookupAdapter (class in qfa.adapters.env_auth) error (qfa.api.schemas.ApiErrorResponse attribute)

ERROR (qfa.domain.usage_models.CallStatus attribute) error_class (qfa.domain.usage_models.LLMCallRecord attribute) escape_for_tag_envelope() (in module qfa.services.prompts) espo_feedback_base_url (qfa.api.schemas.ApiBulkInferenceRequestBase attribute) (qfa.domain.models.AnalysisRequestModel attribute) (qfa.domain.models.SummaryRequestModel attribute) explanation (qfa.api.schemas.ApiAssignedCode attribute) (qfa.api.schemas.ApiDetectSensitiveResponse attribute) (qfa.domain.models.AssignedCodeModel attribute) (qfa.domain.models.SensitivityAnalysisResultModel attribute) (qfa.services.coding_classifier.JudgeResponse attribute)

F

failed_calls (qfa.domain.usage_models.UsageMetrics attribute) FALSIFICATION_OR_DESTRUCTION_OF_INFORMATION (qfa.domain.sensitivity_types.SensitivityType attribute) feedback_record (qfa.api.schemas.ApiSingleInferenceRequestBase attribute) (qfa.domain.models.CodingAssignmentRequestModel attribute) (qfa.domain.models.SensitivityAnalysisRequestModel attribute) (qfa.domain.models.SingleSummaryRequestModel attribute) feedback_record_count (qfa.api.schemas.ApiAnalyzeBulkResponse attribute) feedback_record_id (qfa.api.schemas.ApiFeedbackRecordMetadata attribute) (qfa.domain.models.CodedFeedbackRecordModel attribute) (qfa.domain.models.SensitivityAnalysisResultModel attribute) feedback_record_summaries (qfa.domain.models.SummaryResultModel attribute) feedback_records (qfa.api.schemas.ApiBulkInferenceRequestBase attribute) (qfa.domain.models.AnalysisRequestModel attribute) (qfa.domain.models.SummaryRequestModel attribute)

FeedbackRecordMetadataModel (class in qfa.domain.models) FeedbackRecordModel (class in qfa.domain.models) FeedbackRecordSummaryModel (class in qfa.domain.models) FeedbackTooLargeError field (qfa.api.schemas.ApiErrorFieldDetail attribute) fields (qfa.api.schemas.ApiErrorDetail attribute) flatten_coding_nodes() (in module qfa.services.coding_classifier) FOOD_SAFETY (qfa.domain.sensitivity_types.SensitivityType attribute) format_code_path() (in module qfa.services.coding_classifier) FRAUD (qfa.domain.sensitivity_types.SensitivityType attribute) from_ (qfa.api.schemas_usage.AllUsageByOperationResponse attribute) (qfa.api.schemas_usage.AllUsageStatsResponse attribute) (qfa.api.schemas_usage.UsageStatsResponse attribute)

G

GENDER_BASED_VIOLENCE (qfa.domain.sensitivity_types.SensitivityType attribute) GENDER_DISCRIMINATION (qfa.domain.sensitivity_types.SensitivityType attribute) GENDER_INEQUALITY (qfa.domain.sensitivity_types.SensitivityType attribute) get_all_usage_by_operation() (qfa.adapters.usage_repository.SqlAlchemyUsageRepository method) (qfa.domain.ports.UsageRepositoryPort method) get_all_usage_by_tenant() (qfa.adapters.usage_repository.SqlAlchemyUsageRepository method) (qfa.domain.ports.UsageRepositoryPort method) get_analyze_service() (in module qfa.api.dependencies) get_auth_keys() (in module qfa.api.routes_admin) (qfa.adapters.db.SQLAlchemyAuthAdapter method) (qfa.adapters.env_auth.EnvironmentAuthLookupAdapter method) (qfa.domain.ports.AuthLookupPort method) (qfa.services.auth_orchestrator.AuthOrchestrator method)

get_auth_orchestrator() (in module qfa.api.dependencies) get_coding_service() (in module qfa.api.dependencies) get_sensitivity_service() (in module qfa.api.dependencies) get_summarize_service() (in module qfa.api.dependencies) get_tenants() (in module qfa.api.routes_admin) (qfa.adapters.db.SQLAlchemyAuthAdapter method) (qfa.domain.ports.AuthManagementPort method) (qfa.services.auth_orchestrator.AuthOrchestrator method) get_usage_repo() (in module qfa.api.dependencies) get_usage_stats_for_one_tenant() (qfa.adapters.usage_repository.SqlAlchemyUsageRepository method) (qfa.domain.ports.UsageRepositoryPort method) GIFTS_AND_HOSPITALITY (qfa.domain.sensitivity_types.SensitivityType attribute) GIFTS_BRIBES_AND_KICKBACKS (qfa.domain.sensitivity_types.SensitivityType attribute)

H

HARASSMENT (qfa.domain.sensitivity_types.SensitivityType attribute) has_children (qfa.api.schemas.ApiCodingNode property) hash_key() (qfa.domain.models.TenantApiKey static method) hashed_key (qfa.domain.models.TenantApiKey attribute)

health() (in module qfa.api.routes) host (qfa.settings.DatabaseSettings attribute) (qfa.settings.NetworkSettings attribute) hyperlink_form_references() (in module qfa.services.record_links)

I

id (qfa.api.schemas.ApiCodingNode attribute) (qfa.api.schemas.ApiDetectSensitiveResponse attribute) (qfa.api.schemas.ApiFeedbackRecordInput attribute) (qfa.api.schemas.ApiSummarizeResponse attribute) (qfa.domain.models.CodingNode attribute) (qfa.domain.models.FeedbackRecordModel attribute) (qfa.domain.models.FeedbackRecordSummaryModel attribute) INAPPROPRIATE_BEHAVIOUR (qfa.domain.sensitivity_types.SensitivityType attribute) input_tokens (qfa.domain.usage_models.LLMCallRecord attribute) (qfa.domain.usage_models.UsageMetrics attribute)

INSIDER_TRADING (qfa.domain.sensitivity_types.SensitivityType attribute) intra_op_num_threads (qfa.settings.EmbeddingSettings attribute) is_sensitive (qfa.api.schemas.ApiDetectSensitiveResponse attribute) (qfa.domain.models.SensitivityAnalysisResultModel property) is_superuser (qfa.api.schemas.ApiAddKeyRequest attribute) (qfa.api.schemas.ApiAuthKey attribute) (qfa.domain.models.AuthKeyInfo attribute) (qfa.domain.models.TenantApiKey attribute) is_uncategorised (qfa.domain.chunk_models.Chunk attribute) issue (qfa.api.schemas.ApiErrorFieldDetail attribute)

J

judge_llm (qfa.settings.AppSettings attribute) JUDGE_USER_MESSAGE (in module qfa.services.prompts)

JudgeLLMSettings (class in qfa.settings) JudgeResponse (class in qfa.services.coding_classifier)

K

key (qfa.domain.models.TenantApiKey attribute) key_id (qfa.api.schemas.ApiAddKeyResponse attribute) (qfa.api.schemas.ApiAuthKey attribute) (qfa.domain.models.AuthKeyInfo attribute) (qfa.domain.models.KeyCreationResponse attribute) (qfa.domain.models.TenantApiKey attribute)

key_name (qfa.api.schemas.ApiAddKeyRequest attribute) KeyAlreadyExistsError KeyCreationResponse (class in qfa.domain.models) KeyNotFoundError

L

label (qfa.domain.chunk_models.Chunk attribute) (qfa.services.coding_classifier.CodePathOption property) LiteLLMClient (class in qfa.adapters.llm_client) llm (qfa.settings.AppSettings attribute) llm_call_stats (qfa.domain.usage_models.OperationStats attribute) (qfa.domain.usage_models.OperationUsageStats attribute) (qfa.domain.usage_models.TenantStats attribute) (qfa.domain.usage_models.TenantUsageStats attribute) LLM_RETRY_BUDGET_MULTIPLIER (in module qfa.settings) LLMBadRequestError LLMCallExecutor (class in qfa.services.llm_call_executor) LLMCallRecord (class in qfa.domain.usage_models) LLMContentPolicyViolationError

LLMError LLMFactory (in module qfa.api.app) LLMPort (class in qfa.domain.ports) LLMRateLimitError LLMResponse (class in qfa.domain.models) LLMResponseParseError LLMSettings (class in qfa.settings) LLMTimeoutError LOCK_KEY (in module qfa.cli.migrate) log (qfa.settings.AppSettings attribute) loglevel (qfa.settings.LogSettings attribute) loglevel_3rdparty (qfa.settings.LogSettings attribute) LogSettings (class in qfa.settings)

M

main() (in module qfa.cli.migrate) (in module qfa.main) matches_key() (qfa.domain.models.TenantApiKey method) max (qfa.domain.usage_models.DistributionStats attribute) max_child_depth() (qfa.api.schemas.ApiCodingNode method) max_codes (qfa.api.schemas.ApiAssignCodesRequest attribute) (qfa.domain.models.CodingAssignmentRequestModel attribute) max_concurrent_chunks (qfa.settings.AnalyzeSettings attribute) max_tokens (qfa.settings.EmbeddingSettings attribute) max_total_tokens (qfa.settings.LLMSettings attribute) message (qfa.api.schemas.ApiErrorDetail attribute) metadata (qfa.api.schemas.ApiFeedbackRecordInput attribute) (qfa.domain.models.FeedbackRecordModel attribute) metadata_fields_to_include (qfa.settings.OrchestratorSettings attribute) min (qfa.domain.usage_models.DistributionStats attribute) min_child_depth() (qfa.api.schemas.ApiCodingNode method) min_cluster_size (qfa.settings.AnalyzeSettings attribute) MissingCallScopeError mode (qfa.api.schemas.ApiAnalyzeRequest attribute) (qfa.domain.models.AnalysisRequestModel attribute) model (qfa.domain.models.LLMResponse attribute) (qfa.domain.usage_models.LLMCallRecord attribute) (qfa.settings.JudgeLLMSettings attribute) (qfa.settings.LLMSettings attribute) model_config (qfa.api.schemas.ApiAddKeyRequest attribute) (qfa.api.schemas.ApiAddKeyResponse attribute) (qfa.api.schemas.ApiAddTenantRequest attribute) (qfa.api.schemas.ApiAddTenantResponse attribute) (qfa.api.schemas.ApiAnalyzeBulkResponse attribute) (qfa.api.schemas.ApiAnalyzeRequest attribute) (qfa.api.schemas.ApiAssignCodesRequest attribute) (qfa.api.schemas.ApiAssignCodesResponse attribute) (qfa.api.schemas.ApiAssignedCode attribute) (qfa.api.schemas.ApiAuthKey attribute) (qfa.api.schemas.ApiAuthKeysResponse attribute) (qfa.api.schemas.ApiBulkInferenceRequestBase attribute) (qfa.api.schemas.ApiBulkInferenceResponseBase attribute) (qfa.api.schemas.ApiCodingFramework attribute) (qfa.api.schemas.ApiCodingNode attribute) (qfa.api.schemas.ApiCodingTrendCell attribute) (qfa.api.schemas.ApiCodingTrends attribute) (qfa.api.schemas.ApiDetectSensitiveRequest attribute) (qfa.api.schemas.ApiDetectSensitiveResponse attribute) (qfa.api.schemas.ApiErrorDetail attribute) (qfa.api.schemas.ApiErrorFieldDetail attribute) (qfa.api.schemas.ApiErrorResponse attribute) (qfa.api.schemas.ApiFeedbackRecordInput attribute) (qfa.api.schemas.ApiFeedbackRecordMetadata attribute) (qfa.api.schemas.ApiHealthResponse attribute) (qfa.api.schemas.ApiSingleInferenceRequestBase attribute) (qfa.api.schemas.ApiSummarizeBulkRequest attribute) (qfa.api.schemas.ApiSummarizeBulkResponse attribute) (qfa.api.schemas.ApiSummarizeRequest attribute) (qfa.api.schemas.ApiSummarizeResponse attribute) (qfa.api.schemas.ApiTenant attribute) (qfa.api.schemas.ApiTenantsResponse attribute) (qfa.api.schemas_usage.AllUsageByOperationResponse attribute) (qfa.api.schemas_usage.AllUsageStatsResponse attribute) (qfa.api.schemas_usage.UsageStatsResponse attribute) (qfa.domain.chunk_models.Chunk attribute) (qfa.domain.clustering_models.CodingTrendCell attribute) (qfa.domain.clustering_models.CodingTrendTable attribute) (qfa.domain.models.AggregateSummaryResultModel attribute) (qfa.domain.models.AnalysisRequestModel attribute) (qfa.domain.models.AnalysisResultModel attribute) (qfa.domain.models.AssignedCodeModel attribute) (qfa.domain.models.AuthKeyInfo attribute) (qfa.domain.models.CodedFeedbackRecordModel attribute) (qfa.domain.models.CodingAssignmentRequestModel attribute) (qfa.domain.models.CodingAssignmentResultModel attribute) (qfa.domain.models.CodingFramework attribute) (qfa.domain.models.CodingNode attribute) (qfa.domain.models.FeedbackRecordMetadataModel attribute) (qfa.domain.models.FeedbackRecordModel attribute) (qfa.domain.models.FeedbackRecordSummaryModel attribute) (qfa.domain.models.KeyCreationResponse attribute) (qfa.domain.models.LLMResponse attribute) (qfa.domain.models.SensitivityAnalysisRequestModel attribute) (qfa.domain.models.SensitivityAnalysisResultModel attribute) (qfa.domain.models.SensitivityAnalysisResultModelList attribute) (qfa.domain.models.SingleSummaryRequestModel attribute) (qfa.domain.models.SummaryRequestModel attribute) (qfa.domain.models.SummaryResultModel attribute) (qfa.domain.models.TenantApiKey attribute) (qfa.domain.models.TenantInfo attribute) (qfa.domain.usage_models.CallContext attribute) (qfa.domain.usage_models.DistributionStats attribute) (qfa.domain.usage_models.LLMCallRecord attribute) (qfa.domain.usage_models.OperationStats attribute) (qfa.domain.usage_models.OperationUsageStats attribute) (qfa.domain.usage_models.TenantStats attribute) (qfa.domain.usage_models.TenantUsageStats attribute) (qfa.domain.usage_models.UsageMetrics attribute) (qfa.services.analyze.AnalyzeJudgeResult attribute) (qfa.services.coding_classifier.CodingResponse attribute) (qfa.services.coding_classifier.JudgeResponse attribute) (qfa.settings.AnalyzeSettings attribute) (qfa.settings.AppSettings attribute) (qfa.settings.AuthSettings attribute) (qfa.settings.DatabaseSettings attribute) (qfa.settings.EmbeddingSettings attribute) (qfa.settings.JudgeLLMSettings attribute) (qfa.settings.LLMSettings attribute) (qfa.settings.LogSettings attribute) (qfa.settings.NetworkSettings attribute) (qfa.settings.OrchestratorSettings attribute) (qfa.settings.TelemetrySettings attribute)

model_kind (qfa.settings.EmbeddingSettings attribute) model_path (qfa.settings.EmbeddingSettings attribute) module qfa qfa.adapters qfa.adapters.db qfa.adapters.embedding qfa.adapters.env_auth qfa.adapters.llm_client qfa.adapters.presidio_anonymizer qfa.adapters.tracking_llm qfa.adapters.usage_repository qfa.api qfa.api.app qfa.api.composition qfa.api.dependencies qfa.api.routes qfa.api.routes_admin qfa.api.routes_usage qfa.api.schemas qfa.api.schemas_usage qfa.cli qfa.cli.migrate qfa.domain qfa.domain.chunk_models qfa.domain.clustering_models qfa.domain.errors qfa.domain.models qfa.domain.ports qfa.domain.sensitivity_types qfa.domain.usage_models qfa.main qfa.resources qfa.services qfa.services.analyze qfa.services.auth_orchestrator qfa.services.call_context qfa.services.clustering qfa.services.coding qfa.services.coding_classifier qfa.services.coding_trends qfa.services.hierarchical_prompts qfa.services.language qfa.services.llm_call_executor qfa.services.prompts qfa.services.record_links qfa.services.sensitivity qfa.services.summarize qfa.settings qfa.utils

N

name (qfa.api.schemas.ApiAuthKey attribute) (qfa.api.schemas.ApiCodingNode attribute) (qfa.api.schemas.ApiTenant attribute) (qfa.domain.models.AuthKeyInfo attribute) (qfa.domain.models.CodingNode attribute) (qfa.domain.models.TenantApiKey attribute) (qfa.domain.models.TenantInfo attribute) (qfa.settings.DatabaseSettings attribute)

NEPOTISM_AND_FAVOURITISM (qfa.domain.sensitivity_types.SensitivityType attribute) network (qfa.settings.AppSettings attribute) NetworkSettings (class in qfa.settings) NO_CODING_EMPTY_CONTENT_EXPLANATION (in module qfa.services.coding) NO_CODING_LEAD (in module qfa.services.coding) NO_CODING_NOTHING_RELEVANT_EXPLANATION (in module qfa.services.coding)

O

OK (qfa.domain.usage_models.CallStatus attribute) OnnxEmbedder (class in qfa.adapters.embedding) Operation (class in qfa.domain.usage_models) operation (qfa.domain.usage_models.CallContext attribute) (qfa.domain.usage_models.LLMCallRecord attribute) (qfa.domain.usage_models.OperationStats attribute) (qfa.domain.usage_models.OperationUsageStats attribute) operations (qfa.api.schemas_usage.AllUsageByOperationResponse attribute) (qfa.domain.usage_models.TenantUsageStats attribute) OperationStats (class in qfa.domain.usage_models)

OperationUsageStats (class in qfa.domain.usage_models) orchestrator (qfa.settings.AppSettings attribute) OrchestratorSettings (class in qfa.settings) our_packages (qfa.settings.LogSettings attribute) output_language (qfa.api.schemas.ApiBulkInferenceRequestBase attribute) (qfa.api.schemas.ApiSummarizeBulkResponse attribute) (qfa.domain.models.AnalysisRequestModel attribute) (qfa.domain.models.SummaryRequestModel attribute) output_tokens (qfa.domain.usage_models.LLMCallRecord attribute) (qfa.domain.usage_models.UsageMetrics attribute)

P

p5 (qfa.domain.usage_models.DistributionStats attribute) p95 (qfa.domain.usage_models.DistributionStats attribute) password (qfa.settings.DatabaseSettings attribute) path (qfa.services.coding_classifier.CodePathOption attribute) period (qfa.api.schemas.ApiAnalyzeRequest attribute) (qfa.api.schemas.ApiCodingTrendCell attribute) (qfa.domain.clustering_models.CodingTrendCell attribute) (qfa.domain.models.AnalysisRequestModel attribute) periods (qfa.api.schemas.ApiCodingTrends attribute) (qfa.domain.clustering_models.CodingTrendTable attribute) port (qfa.settings.DatabaseSettings attribute) (qfa.settings.NetworkSettings attribute)

PresidioAnonymizer (class in qfa.adapters.presidio_anonymizer) pretty_output (qfa.api.schemas.ApiAnalyzeBulkResponse property) (qfa.api.schemas.ApiBulkInferenceResponseBase property) (qfa.api.schemas.ApiSummarizeBulkResponse property) (qfa.api.schemas.ApiSummarizeResponse property) PRIVACY_AND_CONFIDENTIALITY_ISSUES (qfa.domain.sensitivity_types.SensitivityType attribute) PROCUREMENT_OR_TENDER_VIOLATION (qfa.domain.sensitivity_types.SensitivityType attribute) prompt (qfa.api.schemas.ApiAnalyzeRequest attribute) (qfa.domain.models.AnalysisRequestModel attribute) (qfa.domain.models.SummaryRequestModel attribute) prompt_tokens (qfa.domain.models.LLMResponse attribute) PromptInjectionDetectedError

Q

qfa module qfa.adapters module qfa.adapters.db module qfa.adapters.embedding module qfa.adapters.env_auth module qfa.adapters.llm_client module qfa.adapters.presidio_anonymizer module qfa.adapters.tracking_llm module qfa.adapters.usage_repository module qfa.api module qfa.api.app module qfa.api.composition module qfa.api.dependencies module qfa.api.routes module qfa.api.routes_admin module qfa.api.routes_usage module qfa.api.schemas module qfa.api.schemas_usage module qfa.cli module qfa.cli.migrate module qfa.domain module qfa.domain.chunk_models module qfa.domain.clustering_models module qfa.domain.errors module qfa.domain.models module qfa.domain.ports module

qfa.domain.sensitivity_types module qfa.domain.usage_models module qfa.main module qfa.resources module qfa.services module qfa.services.analyze module qfa.services.auth_orchestrator module qfa.services.call_context module qfa.services.clustering module qfa.services.coding module qfa.services.coding_classifier module qfa.services.coding_trends module qfa.services.hierarchical_prompts module qfa.services.language module qfa.services.llm_call_executor module qfa.services.prompts module qfa.services.record_links module qfa.services.sensitivity module qfa.services.summarize module qfa.settings module qfa.utils module quality_score (qfa.api.schemas.ApiAnalyzeBulkResponse attribute) (qfa.api.schemas.ApiSummarizeBulkResponse attribute) (qfa.api.schemas.ApiSummarizeResponse attribute) (qfa.domain.models.AggregateSummaryResultModel attribute) (qfa.domain.models.AnalysisResultModel attribute) (qfa.domain.models.FeedbackRecordSummaryModel attribute) (qfa.services.analyze.AnalyzeJudgeResult attribute) queued_seconds (qfa.services.llm_call_executor.SlotTiming attribute)

R

RATE_LIMIT_RETRY_AFTER_FALLBACK_SECONDS (in module qfa.api.app) record_call() (qfa.adapters.usage_repository.SqlAlchemyUsageRepository method) (qfa.domain.ports.UsageRepositoryPort method) records (qfa.domain.chunk_models.Chunk attribute) register_custom_model_prices() (in module qfa.api.composition) register_exception_handlers() (in module qfa.api.app) render_coding_trend_table() (in module qfa.services.coding_trends) request_id (qfa.api.schemas.ApiAnalyzeBulkResponse attribute) (qfa.api.schemas.ApiErrorDetail attribute) RequestIdMiddleware (class in qfa.api.app) RequestLoggingMiddleware (class in qfa.api.app) require_superuser() (in module qfa.api.dependencies)

resolve_database_url() (in module qfa.adapters.db) resolve_judge_llm_settings() (in module qfa.api.composition) result (qfa.domain.models.AnalysisResultModel attribute) results (qfa.domain.models.SensitivityAnalysisResultModelList attribute) RETALIATION_AGAINST_WHISTLEBLOWERS (qfa.domain.sensitivity_types.SensitivityType attribute) retry_base_seconds (qfa.settings.OrchestratorSettings attribute) retry_cap_seconds (qfa.settings.OrchestratorSettings attribute) retry_jitter_factor (qfa.settings.OrchestratorSettings attribute) retry_multiplier (qfa.settings.OrchestratorSettings attribute) revision_hash (qfa.settings.EmbeddingSettings attribute) root_codes (qfa.api.schemas.ApiCodingFramework attribute) (qfa.domain.models.CodingFramework attribute) run_migrations() (in module qfa.cli.migrate)

S

sanitize_output_language() (in module qfa.api.schemas) score (qfa.services.coding_classifier.JudgeResponse attribute) selected (qfa.services.coding_classifier.CodingResponse attribute) sensitivity (qfa.api.composition.ServiceGraph attribute) sensitivity_types (qfa.api.schemas.ApiDetectSensitiveResponse attribute) (qfa.domain.models.SensitivityAnalysisResultModel attribute) SensitivityAnalysisRequestModel (class in qfa.domain.models) SensitivityAnalysisResultModel (class in qfa.domain.models) SensitivityAnalysisResultModelList (class in qfa.domain.models) SensitivityService (class in qfa.services.sensitivity) SensitivityType (class in qfa.domain.sensitivity_types) ServiceGraph (class in qfa.api.composition) setup_logging() (in module qfa.utils) SEXUAL_ABUSE (qfa.domain.sensitivity_types.SensitivityType attribute) SEXUAL_EXPLOITATION (qfa.domain.sensitivity_types.SensitivityType attribute) SEXUAL_HARASSMENT (qfa.domain.sensitivity_types.SensitivityType attribute) SEXUAL_VIOLENCE (qfa.domain.sensitivity_types.SensitivityType attribute) SingleSummaryRequestModel (class in qfa.domain.models) SlotTiming (class in qfa.services.llm_call_executor) SQLAlchemyAuthAdapter (class in qfa.adapters.db)

SqlAlchemyUsageRepository (class in qfa.adapters.usage_repository) status (qfa.api.schemas.ApiHealthResponse attribute) (qfa.domain.usage_models.LLMCallRecord attribute) Stopwatch (class in qfa.utils) string_to_loglevel() (qfa.settings.LogSettings class method) structured (qfa.domain.models.LLMResponse attribute) summarize (qfa.api.composition.ServiceGraph attribute) SUMMARIZE (qfa.domain.usage_models.Operation attribute) summarize() (in module qfa.api.routes) (qfa.services.summarize.SummarizeService method) SUMMARIZE_AGGREGATE (qfa.domain.usage_models.Operation attribute) summarize_bulk() (in module qfa.api.routes) (qfa.services.summarize.SummarizeService method) SummarizeService (class in qfa.services.summarize) summary (qfa.api.schemas.ApiSummarizeBulkResponse attribute) (qfa.api.schemas.ApiSummarizeResponse attribute) (qfa.domain.models.AggregateSummaryResultModel attribute) (qfa.domain.models.FeedbackRecordSummaryModel attribute) SummaryRequestModel (class in qfa.domain.models) SummaryResultModel (class in qfa.domain.models)

T

target_chunk_tokens (qfa.settings.AnalyzeSettings attribute) telemetry (qfa.settings.AppSettings attribute) TelemetrySettings (class in qfa.settings) tenant_id (qfa.api.schemas.ApiAddKeyRequest attribute) (qfa.api.schemas.ApiAddTenantResponse attribute) (qfa.api.schemas.ApiAuthKey attribute) (qfa.api.schemas.ApiTenant attribute) (qfa.domain.models.AnalysisRequestModel attribute) (qfa.domain.models.AuthKeyInfo attribute) (qfa.domain.models.CodingAssignmentRequestModel attribute) (qfa.domain.models.SensitivityAnalysisRequestModel attribute) (qfa.domain.models.SingleSummaryRequestModel attribute) (qfa.domain.models.SummaryRequestModel attribute) (qfa.domain.models.TenantApiKey attribute) (qfa.domain.models.TenantInfo attribute) (qfa.domain.usage_models.CallContext attribute) (qfa.domain.usage_models.LLMCallRecord attribute) (qfa.domain.usage_models.TenantStats attribute) (qfa.domain.usage_models.TenantUsageStats attribute) tenant_name (qfa.api.schemas.ApiAddTenantRequest attribute) TenantApiKey (class in qfa.domain.models) TenantDoesNotAllowSuperUsersError TenantInfo (class in qfa.domain.models) TenantNotFoundError

tenants (qfa.api.schemas.ApiTenantsResponse attribute) (qfa.api.schemas_usage.AllUsageStatsResponse attribute) (qfa.domain.usage_models.OperationUsageStats attribute) TenantStats (class in qfa.domain.usage_models) TenantUsageStats (class in qfa.domain.usage_models) THEFT (qfa.domain.sensitivity_types.SensitivityType attribute) THREATS_AND_PHYSICAL_VIOLENCE (qfa.domain.sensitivity_types.SensitivityType attribute) timed() (in module qfa.utils) timeout_seconds (qfa.settings.LLMSettings attribute) timestamp (qfa.domain.usage_models.LLMCallRecord attribute) title (qfa.api.schemas.ApiSummarizeBulkResponse attribute) (qfa.api.schemas.ApiSummarizeResponse attribute) (qfa.domain.models.AggregateSummaryResultModel attribute) (qfa.domain.models.FeedbackRecordSummaryModel attribute) to (qfa.api.schemas_usage.AllUsageByOperationResponse attribute) (qfa.api.schemas_usage.AllUsageStatsResponse attribute) (qfa.api.schemas_usage.UsageStatsResponse attribute) tokenizer_path (qfa.settings.EmbeddingSettings attribute) total (qfa.api.schemas_usage.AllUsageByOperationResponse attribute) (qfa.api.schemas_usage.AllUsageStatsResponse attribute) (qfa.domain.usage_models.DistributionStats attribute) total_calls (qfa.domain.usage_models.UsageMetrics attribute) total_cost_usd (qfa.domain.usage_models.UsageMetrics attribute) TrackingLLMAdapter (class in qfa.adapters.tracking_llm) TrendPeriod (in module qfa.domain.clustering_models)

U

uncertainty_explanation (qfa.api.schemas.ApiAnalyzeBulkResponse attribute) (qfa.domain.models.AnalysisResultModel attribute) (qfa.services.analyze.AnalyzeJudgeResult attribute) UNFAIR_DISMISSAL (qfa.domain.sensitivity_types.SensitivityType attribute) UNFAIR_TREATMENT_OF_EMPLOYEES (qfa.domain.sensitivity_types.SensitivityType attribute) UNKNOWN (qfa.domain.usage_models.Operation attribute) url (qfa.settings.DatabaseSettings attribute) url_id (qfa.api.schemas.ApiFeedbackRecordInput attribute) (qfa.domain.models.FeedbackRecordModel attribute)

usage() (in module qfa.api.routes_usage) usage_all_by_operation() (in module qfa.api.routes_usage) usage_all_by_tenant() (in module qfa.api.routes_usage) UsageMetrics (class in qfa.domain.usage_models) UsageRepositoryPort (class in qfa.domain.ports) UsageRepositoryUnavailableError UsageStatsResponse (class in qfa.api.schemas_usage) user (qfa.settings.DatabaseSettings attribute)

V

validate_api_key() (qfa.adapters.db.SQLAlchemyAuthAdapter method) (qfa.adapters.env_auth.EnvironmentAuthLookupAdapter method) (qfa.domain.ports.AuthLookupPort method) (qfa.services.auth_orchestrator.AuthOrchestrator method)

VANDALISM (qfa.domain.sensitivity_types.SensitivityType attribute) version (qfa.api.schemas.ApiHealthResponse attribute)

W

WORKPLACE_BULLYING (qfa.domain.sensitivity_types.SensitivityType attribute)