klas/t6_mem0
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

Match output format with APIs (#1595)

Browse Source
This commit is contained in:
Dev Khant
2024-08-01 23:17:39 +05:30
committed by GitHub
parent 45ae1f0313
commit 80945df4ca
5 changed files with 186 additions and 97 deletions
Download Patch File Download Diff File Expand all files Collapse all files

103
docs/quickstart.mdx
View File

@@ -68,13 +68,7 @@ print(result)
Output:
```python
[
{
'id': 'm1',
'event': 'add',
'data': 'Likes to play cricket on weekends'
}
]
{'message': 'ok'}
```
### Retrieve Memories
@@ -89,15 +83,15 @@ Output:
```python
[
{
'id': 'm1',
'text': 'Likes to play cricket on weekends',
'metadata': {
'data': 'Likes to play cricket on weekends',
'category': 'hobbies'
}
},
# ... other memories ...
{
"id":"13efe83b-a8df-4ec0-814e-428d6e8451eb",
"memory":"Likes to play cricket on weekends",
"hash":"87bcddeb-fe45-4353-bc22-15a841c50308",
"metadata":"None",
"created_at":"2024-07-26T08:44:41.039788-07:00",
"updated_at":"None",
"user_id":"alice"
}
]
```
@@ -110,12 +104,13 @@ print(specific_memory)
Output:
```python
{
'id': 'm1',
'text': 'Likes to play cricket on weekends',
'metadata': {
'data': 'Likes to play cricket on weekends',
'category': 'hobbies'
}
"id":"13efe83b-a8df-4ec0-814e-428d6e8451eb",
"memory":"Likes to play cricket on weekends",
"hash":"87bcddeb-fe45-4353-bc22-15a841c50308",
"metadata":"None",
"created_at":"2024-07-26T08:44:41.039788-07:00",
"updated_at":"None",
"user_id":"alice"
}
```
@@ -130,16 +125,18 @@ Output:
```python
[
{
'id': 'm1',
'text': 'Likes to play cricket on weekends',
'metadata': {
'data': 'Likes to play cricket on weekends',
'category': 'hobbies'
},
'score': 0.85 # Similarity score
},
# ... other related memories ...
{
"id":"ea925981-272f-40dd-b576-be64e4871429",
"memory":"Likes to play cricket and plays cricket on weekends.",
"hash":"c8809002-25c1-4c97-a3a2-227ce9c20c53",
"metadata":{
"category":"hobbies"
},
"score":0.32116443111457704,
"created_at":"2024-07-26T10:29:36.630547-07:00",
"updated_at":"None",
"user_id":"alice"
}
]
```
@@ -153,11 +150,7 @@ print(result)
Output:
```python
{
'id': 'm1',
'event': 'update',
'data': 'Likes to play tennis on weekends'
}
{'message': 'Memory updated successfully!'}
```
### Memory History
@@ -169,24 +162,24 @@ print(history)
Output:
```python
[
{
'id': 'h1',
'memory_id': 'm1',
'prev_value': None,
'new_value': 'Likes to play cricket on weekends',
'event': 'add',
'timestamp': '2024-07-14 10:00:54.466687',
'is_deleted': 0
},
{
'id': 'h2',
'memory_id': 'm1',
'prev_value': 'Likes to play cricket on weekends',
'new_value': 'Likes to play tennis on weekends',
'event': 'update',
'timestamp': '2024-07-14 10:15:17.230943',
'is_deleted': 0
}
{
"id":"4e0e63d6-a9c6-43c0-b11c-a1bad3fc7abb",
"memory_id":"ea925981-272f-40dd-b576-be64e4871429",
"old_memory":"None",
"new_memory":"Likes to play cricket and plays cricket on weekends.",
"event":"ADD",
"created_at":"2024-07-26T10:29:36.630547-07:00",
"updated_at":"None"
},
{
"id":"548b75f0-f442-44b9-9ca1-772a105abb12",
"memory_id":"ea925981-272f-40dd-b576-be64e4871429",
"old_memory":"Likes to play cricket and plays cricket on weekends.",
"new_memory":"Likes to play tennis on weekends",
"event":"UPDATE",
"created_at":"2024-07-26T10:29:36.630547-07:00",
"updated_at":"2024-07-26T10:32:46.332336-07:00"
}
]
```

95
mem0/memory/main.py
View File

@@ -1,7 +1,9 @@
import logging
import hashlib
import os
import time
import uuid
import pytz
from datetime import datetime
from typing import Any, Dict, Optional
from pydantic import BaseModel, Field, ValidationError
@@ -28,14 +30,15 @@ setup_config()
class MemoryItem(BaseModel):
id: str = Field(..., description="The unique identifier for the text data")
text: str = Field(..., description="The text content")
memory: str = Field(..., description="The memory deduced from the text data") # TODO After prompt changes from platform, update this
hash: Optional[str] = Field(None, description="The hash of the memory")
# The metadata value can be anything and not just string. Fix it
metadata: Dict[str, Any] = Field(
default_factory=dict, description="Additional metadata for the text data"
)
metadata: Optional[Dict[str, Any]] = Field(None, description="Additional metadata for the text data")
score: Optional[float] = Field(
None, description="The score associated with the text data"
)
created_at: Optional[str] = Field(None, description="The timestamp when the memory was created")
updated_at: Optional[str] = Field(None, description="The timestamp when the memory was updated")
class MemoryConfig(BaseModel):
@@ -135,7 +138,7 @@ class Memory(MemoryBase):
id=mem.id,
score=mem.score,
metadata=mem.payload,
text=mem.payload["data"],
memory=mem.payload["data"],
)
for mem in existing_memories
]
@@ -187,7 +190,7 @@ class Memory(MemoryBase):
{"memory_id": function_result, "function_name": function_name},
)
capture_event("mem0.add", self)
return response
return {"message": "ok"}
def get(self, memory_id):
"""
@@ -203,12 +206,28 @@ class Memory(MemoryBase):
memory = self.vector_store.get(name=self.collection_name, vector_id=memory_id)
if not memory:
return None
return MemoryItem(
filters = {key: memory.payload[key] for key in ["user_id", "agent_id", "run_id"] if memory.payload.get(key)}
# Prepare base memory item
memory_item = MemoryItem(
id=memory.id,
metadata=memory.payload,
text=memory.payload["data"],
memory=memory.payload["data"],
hash=memory.payload.get("hash"),
created_at=memory.payload.get("created_at"),
updated_at=memory.payload.get("updated_at"),
).model_dump(exclude={"score"})
# Add metadata if there are additional keys
excluded_keys = {"user_id", "agent_id", "run_id", "hash", "data", "created_at", "updated_at"}
additional_metadata = {k: v for k, v in memory.payload.items() if k not in excluded_keys}
if additional_metadata:
memory_item["metadata"] = additional_metadata
result = {**memory_item, **filters}
return result
def get_all(self, user_id=None, agent_id=None, run_id=None, limit=100):
"""
List all memories.
@@ -228,12 +247,21 @@ class Memory(MemoryBase):
memories = self.vector_store.list(
name=self.collection_name, filters=filters, limit=limit
)
excluded_keys = {"user_id", "agent_id", "run_id", "hash", "data", "created_at", "updated_at"}
return [
MemoryItem(
id=mem.id,
metadata=mem.payload,
text=mem.payload["data"],
).model_dump(exclude={"score"})
{
**MemoryItem(
id=mem.id,
memory=mem.payload["data"],
hash=mem.payload.get("hash"),
created_at=mem.payload.get("created_at"),
updated_at=mem.payload.get("updated_at"),
).model_dump(exclude={"score"}),
**{key: mem.payload[key] for key in ["user_id", "agent_id", "run_id"] if key in mem.payload},
**({"metadata": {k: v for k, v in mem.payload.items() if k not in excluded_keys}}
if any(k for k in mem.payload if k not in excluded_keys) else {})
}
for mem in memories[0]
]
@@ -267,13 +295,23 @@ class Memory(MemoryBase):
memories = self.vector_store.search(
name=self.collection_name, query=embeddings, limit=limit, filters=filters
)
excluded_keys = {"user_id", "agent_id", "run_id", "hash", "data", "created_at", "updated_at"}
return [
MemoryItem(
id=mem.id,
metadata=mem.payload,
score=mem.score,
text=mem.payload["data"],
).model_dump()
{
**MemoryItem(
id=mem.id,
memory=mem.payload["data"],
hash=mem.payload.get("hash"),
created_at=mem.payload.get("created_at"),
updated_at=mem.payload.get("updated_at"),
score=mem.score,
).model_dump(),
**{key: mem.payload[key] for key in ["user_id", "agent_id", "run_id"] if key in mem.payload},
**({"metadata": {k: v for k, v in mem.payload.items() if k not in excluded_keys}}
if any(k for k in mem.payload if k not in excluded_keys) else {})
}
for mem in memories
]
@@ -290,6 +328,7 @@ class Memory(MemoryBase):
"""
capture_event("mem0.get_all", self, {"memory_id": memory_id})
self._update_memory_tool(memory_id, data)
return {'message': 'Memory updated successfully!'}
def delete(self, memory_id):
"""
@@ -300,6 +339,7 @@ class Memory(MemoryBase):
"""
capture_event("mem0.delete", self, {"memory_id": memory_id})
self._delete_memory_tool(memory_id)
return {'message': 'Memory deleted successfully!'}
def delete_all(self, user_id=None, agent_id=None, run_id=None):
"""
@@ -327,6 +367,7 @@ class Memory(MemoryBase):
memories = self.vector_store.list(name=self.collection_name, filters=filters)[0]
for memory in memories:
self._delete_memory_tool(memory.id)
return {'message': 'Memories deleted successfully!'}
def history(self, memory_id):
"""
@@ -347,7 +388,8 @@ class Memory(MemoryBase):
memory_id = str(uuid.uuid4())
metadata = metadata or {}
metadata["data"] = data
metadata["created_at"] = int(time.time())
metadata["hash"] = hashlib.md5(data.encode()).hexdigest()
metadata["created_at"] = datetime.now(pytz.timezone('US/Pacific')).isoformat()
self.vector_store.insert(
name=self.collection_name,
@@ -355,7 +397,7 @@ class Memory(MemoryBase):
ids=[memory_id],
payloads=[metadata],
)
self.db.add_history(memory_id, None, data, "add")
self.db.add_history(memory_id, None, data, "ADD", created_at=metadata["created_at"])
return memory_id
def _update_memory_tool(self, memory_id, data, metadata=None):
@@ -366,7 +408,8 @@ class Memory(MemoryBase):
new_metadata = metadata or {}
new_metadata["data"] = data
new_metadata["updated_at"] = int(time.time())
new_metadata["created_at"] = existing_memory.payload.get("created_at")
new_metadata["updated_at"] = datetime.now(pytz.timezone('US/Pacific')).isoformat()
embeddings = self.embedding_model.embed(data)
self.vector_store.update(
name=self.collection_name,
@@ -375,7 +418,7 @@ class Memory(MemoryBase):
payload=new_metadata,
)
logging.info(f"Updating memory with ID {memory_id=} with {data=}")
self.db.add_history(memory_id, prev_value, data, "update")
self.db.add_history(memory_id, prev_value, data, "UPDATE", created_at=new_metadata["created_at"], updated_at=new_metadata["updated_at"])
def _delete_memory_tool(self, memory_id):
logging.info(f"Deleting memory with {memory_id=}")
@@ -384,7 +427,7 @@ class Memory(MemoryBase):
)
prev_value = existing_memory.payload["data"]
self.vector_store.delete(name=self.collection_name, vector_id=memory_id)
self.db.add_history(memory_id, prev_value, None, "delete", is_deleted=1)
self.db.add_history(memory_id, prev_value, None, "DELETE", is_deleted=1)
def reset(self):
"""

69
mem0/memory/storage.py
View File

@@ -6,8 +6,46 @@ from datetime import datetime
class SQLiteManager:
def __init__(self, db_path=":memory:"):
self.connection = sqlite3.connect(db_path, check_same_thread=False)
self._migrate_history_table()
self._create_history_table()
def _migrate_history_table(self):
with self.connection:
cursor = self.connection.cursor()
cursor.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='history'")
table_exists = cursor.fetchone() is not None
if table_exists:
# Rename the old table
cursor.execute("ALTER TABLE history RENAME TO old_history")
cursor.execute("""
CREATE TABLE IF NOT EXISTS history (
id TEXT PRIMARY KEY,
memory_id TEXT,
old_memory TEXT,
new_memory TEXT,
new_value TEXT,
event TEXT,
created_at DATETIME,
updated_at DATETIME,
is_deleted INTEGER
)
""")
# Copy data from the old table to the new table
cursor.execute("""
INSERT INTO history (id, memory_id, old_memory, new_memory, new_value, event, created_at, updated_at, is_deleted)
SELECT id, memory_id, prev_value, new_value, new_value, event, timestamp, timestamp, is_deleted
FROM old_history
""")
cursor.execute("DROP TABLE old_history")
self.connection.commit()
def _create_history_table(self):
with self.connection:
self.connection.execute(
@@ -15,29 +53,32 @@ class SQLiteManager:
CREATE TABLE IF NOT EXISTS history (
id TEXT PRIMARY KEY,
memory_id TEXT,
prev_value TEXT,
old_memory TEXT,
new_memory TEXT,
new_value TEXT,
event TEXT,
timestamp DATETIME,
created_at DATETIME,
updated_at DATETIME,
is_deleted INTEGER
)
"""
)
def add_history(self, memory_id, prev_value, new_value, event, is_deleted=0):
def add_history(self, memory_id, old_memory, new_memory, event, created_at = None, updated_at = None, is_deleted=0):
with self.connection:
self.connection.execute(
"""
INSERT INTO history (id, memory_id, prev_value, new_value, event, timestamp, is_deleted)
VALUES (?, ?, ?, ?, ?, ?, ?)
INSERT INTO history (id, memory_id, old_memory, new_memory, event, created_at, updated_at, is_deleted)
VALUES (?, ?, ?, ?, ?, ?, ?, ?)
""",
(
str(uuid.uuid4()),
memory_id,
prev_value,
new_value,
old_memory,
new_memory,
event,
datetime.utcnow(),
created_at,
updated_at,
is_deleted,
),
)
@@ -45,10 +86,10 @@ class SQLiteManager:
def get_history(self, memory_id):
cursor = self.connection.execute(
"""
SELECT id, memory_id, prev_value, new_value, event, timestamp, is_deleted
SELECT id, memory_id, old_memory, new_memory, event, created_at, updated_at
FROM history
WHERE memory_id = ?
ORDER BY timestamp ASC
ORDER BY updated_at ASC
""",
(memory_id,),
)
@@ -57,11 +98,11 @@ class SQLiteManager:
{
"id": row[0],
"memory_id": row[1],
"prev_value": row[2],
"new_value": row[3],
"old_memory": row[2],
"new_memory": row[3],
"event": row[4],
"timestamp": row[5],
"is_deleted": row[6],
"created_at": row[5],
"updated_at": row[6],
}
for row in rows
]

13
poetry.lock generated
View File

@@ -897,6 +897,17 @@ files = [
[package.dependencies]
six = ">=1.5"
[[package]]
name = "pytz"
version = "2024.1"
description = "World timezone definitions, modern and historical"
optional = false
python-versions = "*"
files = [
{file = "pytz-2024.1-py2.py3-none-any.whl", hash = "sha256:328171f4e3623139da4983451950b28e95ac706e13f3f2630a879749e7a8b319"},
{file = "pytz-2024.1.tar.gz", hash = "sha256:2a29735ea9c18baf14b448846bde5a48030ed267578472d8955cd0e7443a9812"},
]
[[package]]
name = "pywin32"
version = "306"
@@ -1180,4 +1191,4 @@ zstd = ["zstandard (>=0.18.0)"]
[metadata]
lock-version = "2.0"
python-versions = "^3.8"
content-hash = "8c9526d9748b01cf2e43f6764f3aa841a987a3bd218d62506dfa5f66c0bf7887"
content-hash = "984fce48f87c2279c9c9caa8696ab9f70995506c799efa8b9818cc56a927d10a"

3
pyproject.toml
View File

@@ -1,6 +1,6 @@
[tool.poetry]
name = "mem0ai"
version = "0.0.9"
version = "0.0.10"
description = "Long-term memory for AI Agents"
authors = ["Mem0 <founders@mem0.ai>"]
exclude = [
@@ -20,6 +20,7 @@ qdrant-client = "^1.9.1"
pydantic = "^2.7.3"
openai = "^1.33.0"
posthog = "^3.5.0"
pytz = "^2024.1"
sqlalchemy = "^2.0.31"
[tool.poetry.group.test.dependencies]