initial cut at using kvstores for agent persistence

This commit is contained in:
Ashwin Bharambe 2024-09-21 21:16:26 -07:00
parent 61974e337f
commit 4eb0f30891
10 changed files with 153 additions and 120 deletions

View file

@ -6,7 +6,6 @@
import logging
import tempfile
import uuid
from typing import AsyncGenerator
@ -15,39 +14,15 @@ from llama_stack.apis.memory import Memory
from llama_stack.apis.safety import Safety
from llama_stack.apis.agents import * # noqa: F403
from llama_stack.providers.utils.kvstore import kvstore_impl
from .agent_instance import ChatAgent
from .config import MetaReferenceAgentsImplConfig
from .tools.builtin import (
CodeInterpreterTool,
PhotogenTool,
SearchTool,
WolframAlphaTool,
)
from .tools.safety import with_safety
logger = logging.getLogger()
logger.setLevel(logging.INFO)
AGENT_INSTANCES_BY_ID = {}
class KVStore(Protocol):
def get(self, key: str) -> str:
...
def set(self, key: str, value: str) -> None:
...
def kvstore_impl(config: KVStoreConfig) -> KVStore:
if config.type == KVStoreType.redis:
from .kvstore_impls.redis import RedisKVStoreImpl
return RedisKVStoreImpl(config)
return None
class MetaReferenceAgentsImpl(Agents):
def __init__(
self,
@ -60,10 +35,9 @@ class MetaReferenceAgentsImpl(Agents):
self.inference_api = inference_api
self.memory_api = memory_api
self.safety_api = safety_api
self.kvstore = kvstore_impl(config.kvstore)
async def initialize(self) -> None:
pass
self.persistence_store = await kvstore_impl(self.config.persistence_store)
async def create_agent(
self,
@ -71,38 +45,42 @@ class MetaReferenceAgentsImpl(Agents):
) -> AgentCreateResponse:
agent_id = str(uuid.uuid4())
builtin_tools = []
for tool_defn in agent_config.tools:
if isinstance(tool_defn, WolframAlphaToolDefinition):
tool = WolframAlphaTool(tool_defn.api_key)
elif isinstance(tool_defn, SearchToolDefinition):
tool = SearchTool(tool_defn.engine, tool_defn.api_key)
elif isinstance(tool_defn, CodeInterpreterToolDefinition):
tool = CodeInterpreterTool()
elif isinstance(tool_defn, PhotogenToolDefinition):
tool = PhotogenTool(dump_dir=tempfile.mkdtemp())
else:
continue
await self.persistence_store.set(
key=f"agent:{agent_id}",
value=json.dumps(agent_config.dict()),
)
return AgentCreateResponse(
agent_id=agent_id,
)
builtin_tools.append(
with_safety(
tool,
self.safety_api,
tool_defn.input_shields,
tool_defn.output_shields,
)
)
async def get_agent(self, agent_id: str) -> ChatAgent:
agent_config = await self.persistence_store.get(
key=f"agent:{agent_id}",
)
if not agent_config:
raise ValueError(f"Could not find agent config for {agent_id}")
AGENT_INSTANCES_BY_ID[agent_id] = ChatAgent(
try:
agent_config = json.loads(agent_config)
except json.JSONDecodeError as e:
raise ValueError(
f"Could not JSON decode agent config for {agent_id}"
) from e
try:
agent_config = AgentConfig(**agent_config)
except Exception as e:
raise ValueError(
f"Could not validate(?) agent config for {agent_id}"
) from e
return ChatAgent(
agent_id=agent_id,
agent_config=agent_config,
inference_api=self.inference_api,
safety_api=self.safety_api,
memory_api=self.memory_api,
builtin_tools=builtin_tools,
)
return AgentCreateResponse(
agent_id=agent_id,
persistence_store=self.persistence_store,
)
async def create_agent_session(
@ -110,12 +88,11 @@ class MetaReferenceAgentsImpl(Agents):
agent_id: str,
session_name: str,
) -> AgentSessionCreateResponse:
assert agent_id in AGENT_INSTANCES_BY_ID, f"System {agent_id} not found"
agent = AGENT_INSTANCES_BY_ID[agent_id]
agent = await self.get_agent(agent_id)
session = agent.create_session(session_name)
session_id = await agent.create_session(session_name)
return AgentSessionCreateResponse(
session_id=session.session_id,
session_id=session_id,
)
async def create_agent_turn(
@ -131,6 +108,8 @@ class MetaReferenceAgentsImpl(Agents):
attachments: Optional[List[Attachment]] = None,
stream: Optional[bool] = False,
) -> AsyncGenerator:
agent = await self.get_agent(agent_id)
# wrapper request to make it easier to pass around (internal only, not exposed to API)
request = AgentTurnCreateRequest(
agent_id=agent_id,
@ -140,12 +119,5 @@ class MetaReferenceAgentsImpl(Agents):
stream=stream,
)
agent_id = request.agent_id
assert agent_id in AGENT_INSTANCES_BY_ID, f"System {agent_id} not found"
agent = AGENT_INSTANCES_BY_ID[agent_id]
assert (
request.session_id in agent.sessions
), f"Session {request.session_id} not found"
async for event in agent.create_and_execute_turn(request):
yield event