agents.memory_v2.memory_state_original¶

Memory state models for Memory V2 system using original Haive memory models.

This module integrates the proven memory models from haive.agents.memory.models and haive.agents.ltm.memory_schemas with our V2 enhancements for token tracking, graph integration, and advanced memory management.

Classes¶

`EnhancedKnowledgeTriple`	Enhanced KnowledgeTriple with V2 capabilities.
`MemoryState`	Memory state using original models with V2 enhancements.
`MemoryStats`	Statistics about memory usage and performance.
`MemoryType`	Memory types compatible with original models plus V2 enhancements.
`UnifiedMemoryEntry`	Unified memory entry that can hold both MemoryItem and KnowledgeTriple data.

Module Contents¶

class agents.memory_v2.memory_state_original.EnhancedKnowledgeTriple¶

Bases: agents.memory_v2.memory_models_standalone.KnowledgeTriple

Enhanced KnowledgeTriple with V2 capabilities.

class agents.memory_v2.memory_state_original.MemoryState(/, **data)¶

Bases: pydantic.BaseModel

Memory state using original models with V2 enhancements.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

Parameters:: data (Any)

add_knowledge_triple(triple)¶

Add a knowledge triple to the state.

Parameters:: triple (EnhancedKnowledgeTriple)
Return type:: None

add_memory_item(memory_item)¶

Add a memory item to the state.

Parameters:: memory_item (agents.memory_v2.memory_models_standalone.EnhancedMemoryItem)
Return type:: None

add_schema_memory(schema_memory, memory_type)¶

Add memory from original schema.

Parameters:

schema_memory (pydantic.BaseModel)
memory_type (MemoryType)

Return type:

None

get_knowledge_triples()¶

Get all knowledge triples.

Return type:: list[EnhancedKnowledgeTriple]

get_memories_by_type(memory_type)¶

Get memories of specific type.

Parameters:: memory_type (MemoryType)
Return type:: list[UnifiedMemoryEntry]

get_memory_items()¶

Get all memory items.

Return type:: list[agents.memory_v2.memory_models_standalone.EnhancedMemoryItem]

search_memories(query, limit=10)¶

Simple text-based memory search.

Parameters:

query (str)
limit (int)

Return type:

list[UnifiedMemoryEntry]

class agents.memory_v2.memory_state_original.MemoryStats(/, **data)¶

Bases: pydantic.BaseModel

Statistics about memory usage and performance.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

Parameters:: data (Any)

class agents.memory_v2.memory_state_original.MemoryType¶

Bases: str, enum.Enum

Memory types compatible with original models plus V2 enhancements.

Initialize self. See help(type(self)) for accurate signature.

class agents.memory_v2.memory_state_original.UnifiedMemoryEntry(/, **data)¶

Bases: pydantic.BaseModel

Unified memory entry that can hold both MemoryItem and KnowledgeTriple data.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

Parameters:: data (Any)

classmethod from_knowledge_triple(triple)¶

Create from knowledge triple.

Parameters:: triple (EnhancedKnowledgeTriple)
Return type:: UnifiedMemoryEntry

classmethod from_memory_item(memory_item)¶

Create from memory item.

Parameters:: memory_item (agents.memory_v2.memory_models_standalone.EnhancedMemoryItem)
Return type:: UnifiedMemoryEntry

property content: str¶

Get content regardless of entry type.

Return type:: str