llama-stack/llama_stack/apis/memory_banks/client.py
Dinesh Yeduguru 38cce97597
migrate memory banks to Resource and new registration (#411)
* migrate memory banks to Resource and new registration

* address feedback

* address feedback

* fix tests

* pgvector fix

* pgvector fix v2

* remove auto discovery

* change register signature to make params required

* update client

* client fix

* use annotated union to parse

* remove base MemoryBank inheritence

---------

Co-authored-by: Dinesh Yeduguru <dineshyv@fb.com>
2024-11-11 17:10:44 -08:00

122 lines
3.7 KiB
Python

# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.
#
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
import asyncio
from typing import Any, Dict, List, Optional
import fire
import httpx
from termcolor import cprint
from .memory_banks import * # noqa: F403
def deserialize_memory_bank_def(
j: Optional[Dict[str, Any]]
) -> MemoryBankDefWithProvider:
if j is None:
return None
if "type" not in j:
raise ValueError("Memory bank type not specified")
type = j["type"]
if type == MemoryBankType.vector.value:
return VectorMemoryBank(**j)
elif type == MemoryBankType.keyvalue.value:
return KeyValueMemoryBank(**j)
elif type == MemoryBankType.keyword.value:
return KeywordMemoryBank(**j)
elif type == MemoryBankType.graph.value:
return GraphMemoryBank(**j)
else:
raise ValueError(f"Unknown memory bank type: {type}")
class MemoryBanksClient(MemoryBanks):
def __init__(self, base_url: str):
self.base_url = base_url
async def initialize(self) -> None:
pass
async def shutdown(self) -> None:
pass
async def list_memory_banks(self) -> List[MemoryBank]:
async with httpx.AsyncClient() as client:
response = await client.get(
f"{self.base_url}/memory_banks/list",
headers={"Content-Type": "application/json"},
)
response.raise_for_status()
return [deserialize_memory_bank_def(x) for x in response.json()]
async def register_memory_bank(
self,
memory_bank_id: str,
params: BankParams,
provider_resource_id: Optional[str] = None,
provider_id: Optional[str] = None,
) -> None:
async with httpx.AsyncClient() as client:
response = await client.post(
f"{self.base_url}/memory_banks/register",
json={
"memory_bank_id": memory_bank_id,
"provider_resource_id": provider_resource_id,
"provider_id": provider_id,
"params": params.dict(),
},
headers={"Content-Type": "application/json"},
)
response.raise_for_status()
async def get_memory_bank(
self,
memory_bank_id: str,
) -> Optional[MemoryBank]:
async with httpx.AsyncClient() as client:
response = await client.get(
f"{self.base_url}/memory_banks/get",
params={
"memory_bank_id": memory_bank_id,
},
headers={"Content-Type": "application/json"},
)
response.raise_for_status()
j = response.json()
return deserialize_memory_bank_def(j)
async def run_main(host: str, port: int, stream: bool):
client = MemoryBanksClient(f"http://{host}:{port}")
response = await client.list_memory_banks()
cprint(f"list_memory_banks response={response}", "green")
# register memory bank for the first time
response = await client.register_memory_bank(
memory_bank_id="test_bank2",
params=VectorMemoryBankParams(
embedding_model="all-MiniLM-L6-v2",
chunk_size_in_tokens=512,
overlap_size_in_tokens=64,
),
)
cprint(f"register_memory_bank response={response}", "blue")
# list again after registering
response = await client.list_memory_banks()
cprint(f"list_memory_banks response={response}", "green")
def main(host: str, port: int, stream: bool = True):
asyncio.run(run_main(host, port, stream))
if __name__ == "__main__":
fire.Fire(main)