2023-05-07 17:27:54 +08:00
|
|
|
import pathlib
|
|
|
|
|
2023-05-07 22:48:52 +08:00
|
|
|
from fastapi import APIRouter, HTTPException, Response, status
|
2023-05-07 17:27:54 +08:00
|
|
|
from pydantic import BaseModel
|
|
|
|
from langchain.llms import RWKV
|
|
|
|
from utils.rwkv import *
|
|
|
|
from utils.torch import *
|
|
|
|
import global_var
|
|
|
|
|
|
|
|
router = APIRouter()
|
|
|
|
|
|
|
|
|
2023-05-17 11:39:00 +08:00
|
|
|
class SwitchModelBody(BaseModel):
|
|
|
|
model: str
|
|
|
|
strategy: str
|
2023-05-07 17:27:54 +08:00
|
|
|
|
|
|
|
|
2023-05-17 11:39:00 +08:00
|
|
|
@router.post("/switch-model")
|
|
|
|
def switch_model(body: SwitchModelBody, response: Response):
|
|
|
|
if global_var.get(global_var.Model_Status) is global_var.ModelStatus.Loading:
|
2023-05-07 22:48:52 +08:00
|
|
|
response.status_code = status.HTTP_304_NOT_MODIFIED
|
|
|
|
return
|
2023-05-07 17:27:54 +08:00
|
|
|
|
|
|
|
global_var.set(global_var.Model_Status, global_var.ModelStatus.Offline)
|
|
|
|
global_var.set(global_var.Model, None)
|
|
|
|
torch_gc()
|
|
|
|
|
|
|
|
global_var.set(global_var.Model_Status, global_var.ModelStatus.Loading)
|
|
|
|
try:
|
2023-05-17 11:39:00 +08:00
|
|
|
global_var.set(
|
|
|
|
global_var.Model,
|
|
|
|
RWKV(
|
|
|
|
model=body.model,
|
|
|
|
strategy=body.strategy,
|
|
|
|
tokens_path=f"{pathlib.Path(__file__).parent.parent.resolve()}/20B_tokenizer.json",
|
|
|
|
),
|
|
|
|
)
|
2023-05-18 21:19:13 +08:00
|
|
|
except Exception as e:
|
|
|
|
print(e)
|
2023-05-07 17:27:54 +08:00
|
|
|
global_var.set(global_var.Model_Status, global_var.ModelStatus.Offline)
|
|
|
|
raise HTTPException(status.HTTP_500_INTERNAL_SERVER_ERROR, "failed to load")
|
|
|
|
|
2023-05-17 11:39:00 +08:00
|
|
|
if global_var.get(global_var.Model_Config) is None:
|
|
|
|
global_var.set(
|
|
|
|
global_var.Model_Config, get_rwkv_config(global_var.get(global_var.Model))
|
|
|
|
)
|
2023-05-07 17:27:54 +08:00
|
|
|
global_var.set(global_var.Model_Status, global_var.ModelStatus.Working)
|
|
|
|
|
|
|
|
return "success"
|
2023-05-17 11:39:00 +08:00
|
|
|
|
|
|
|
|
|
|
|
@router.post("/update-config")
|
|
|
|
def update_config(body: ModelConfigBody):
|
|
|
|
"""
|
|
|
|
Will not update the model config immediately, but set it when completion called to avoid modifications during generation
|
|
|
|
"""
|
|
|
|
|
|
|
|
print(body)
|
|
|
|
global_var.set(global_var.Model_Config, body)
|
|
|
|
|
|
|
|
return "success"
|
2023-05-19 15:59:04 +08:00
|
|
|
|
|
|
|
|
|
|
|
@router.get("/status")
|
|
|
|
def status():
|
|
|
|
return {"status": global_var.get(global_var.Model_Status)}
|