memory_agents/memory.py

# import os

# from mem0 import Memory

# import os 
# from dotenv import load_dotenv

# load_dotenv()
# os.environ["OPENAI_API_KEY"] = os.getenv("OPENAI_API_KEY")

# config = {

#      "vector_store": {

#          "provider": "redis",

#          "config": {

#              "collection_name": "mem0",

#              "embedding_model_dims": 1536,

#              "redis_url": "redis://default:FO6JF6mPJ0bgPj1Rpof84OtYyZUeIxUm@redis-17714.c81.us-east-1-2.ec2.redns.redis-cloud.com:17714"

#          }

#      }, "version": "v1.1"

#  }

# m = Memory.from_config(config)

# m.add("Likes to play cricket on weekends", user_id="alice", metadata={"category": "hobbies"})
# m.search("Likes to play cricket on weekends", user_id="alice")


# m.add("this is srivatsav", user_id="alice", metadata={"category": "hobbies"})
# m.search("vatsav", user_id="alice")
  


#graphql - starts from heare 



# mem0_graph_demo.py
import os
from mem0 import Memory
from dotenv import load_dotenv
load_dotenv()
# mem0_aura_fixed.py
# mem0_aura_perfect.py
import os
from mem0 import Memory

# === YOUR NEO4J AURA CREDENTIALS ===
# Replace with YOUR Aura instance (or set as env vars)
os.environ["NEO4J_URL"]      = "neo4j+s://dc642ef8.databases.neo4j.io"
os.environ["NEO4J_USERNAME"] = "neo4j"
os.environ["NEO4J_PASSWORD"] = "rKJnbgleD_USIXBo5wfI-zJxRahh8V-IRbksPTZEoYs"   # ← PUT YOUR REAL PASSWORD
# === CONFIG: Graph ON + High confidence ===
config = {
    "version": "v1.1",           # REQUIRED for graph
    "graph_store": {
        "provider": "neo4j",
        "config": {
            "url":      os.getenv("NEO4J_URL"),
            "username": os.getenv("NEO4J_USERNAME"),
            "password": os.getenv("NEO4J_PASSWORD"),
            "database": "neo4j",
            "threshold": 0.85,   # only rock-solid edges
        },
        "custom_prompt": (
            "Extract ONLY people, events, locations. "
            "Create a MET edge with properties {event, location}."
        ),
    }
}

print("🚀 Starting Mem0 with Neo4j Aura...")
memory = Memory.from_config(config_dict=config)
print("✅ Connected – Graph Memory LIVE")

# === 1. ADD RELATIONSHIP (official syntax) ===
messages = [
    {"role": "user", "content": "Alice met Bob at GraphConf 2025 in San Francisco."},
    {"role": "assistant", "content": "Saved! Building the graph..."}
]

memory.add(messages, user_id="alice-2025")   # ← NO data=, NO enable_graph=
print("✅ Alice ↔ Bob added to Neo4j")

# === 2. SEARCH (official syntax) ===
results = memory.search(
    "Who did Alice meet at GraphConf?",   # ← positional query
    user_id="alice-2025",
    limit=3
)

print("\n🔥 Recall:")
for r in results["results"]:
    print("  •", r["memory"])

# === 3. VERIFY IN NEO4J BROWSER ===
cypher = """
MATCH (p:Person {name:"Alice"})-[r:MET]->(q:Person {name:"Bob"})
RETURN p.name, r.event, r.location, q.name
"""
print("\n📊 Paste into Neo4j Browser:")
print(cypher)