Synapse Memory Python SDK
Core Python SDK and algorithms for the Synapse Cognitive Memory substrate.
Features
- Encrypted SQLite Storage: Fernet AES-128-CBC with HMAC-SHA256 authenticated encryption at rest.
- Dynamic Programming Knapsack Packing: Exact 0/1 Knapsack optimizer for packing high-relevance memories into strict token envelopes.
- Ebbinghaus Decay Engine: Continuous temporal decay with positive/negative reinforcement factors.
- Semantic Deduplication: Dual lexical Jaccard and dense cosine similarity detection to prevent node fragmentation.
- Hybrid Retrieval: BM25 sparse lexical ranking fused with dense vector embeddings via Reciprocal Rank Fusion (RRF).
- Framework Integrations: True drop-in adapters for LangChain (
BaseMemory) and LlamaIndex (BaseMemory).
Installation
pip install synapse-memory-engine # from PyPI
# or, from a checkout of this repository:
pip install -e .
Testing
python3 -m unittest discover -s tests
1 maintainer
Metadata
1 maintainer
Release files for synapse-memory-engine 1.3.0
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