RWKV-Runner/backend-python/routes/config.py

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import pathlib
from utils.log import quick_log
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from fastapi import APIRouter, HTTPException, Request, Response, status as Status
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from pydantic import BaseModel
from utils.rwkv import *
from utils.torch import *
import global_var
router = APIRouter()
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class SwitchModelBody(BaseModel):
model: str
strategy: str
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tokenizer: Union[str, None] = None
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customCuda: bool = False
deploy: bool = Field(
False,
description="Deploy mode. If success, will disable /switch-model, /exit and other dangerous APIs (state cache APIs, part of midi APIs)",
)
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model_config = {
"json_schema_extra": {
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"example": {
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"model": "models/RWKV-4-World-3B-v1-20230619-ctx4096.pth",
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"strategy": "cuda fp16",
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"tokenizer": "",
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"customCuda": False,
"deploy": False,
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}
}
}
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@router.post("/switch-model", tags=["Configs"])
def switch_model(body: SwitchModelBody, response: Response, request: Request):
if global_var.get(global_var.Deploy_Mode) is True:
raise HTTPException(Status.HTTP_403_FORBIDDEN)
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if global_var.get(global_var.Model_Status) is global_var.ModelStatus.Loading:
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response.status_code = Status.HTTP_304_NOT_MODIFIED
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return
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global_var.set(global_var.Model_Status, global_var.ModelStatus.Offline)
global_var.set(global_var.Model, None)
torch_gc()
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if body.model == "":
return "success"
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devices = set(
[
x.strip().split(" ")[0].replace("cuda:0", "cuda")
for x in body.strategy.split("->")
]
)
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print(f"Strategy Devices: {devices}")
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# if len(devices) > 1:
# state_cache.disable_state_cache()
# else:
try:
state_cache.enable_state_cache()
except HTTPException:
pass
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os.environ["RWKV_CUDA_ON"] = "1" if body.customCuda else "0"
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global_var.set(global_var.Model_Status, global_var.ModelStatus.Loading)
try:
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global_var.set(
global_var.Model,
RWKV(model=body.model, strategy=body.strategy, tokenizer=body.tokenizer),
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)
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except Exception as e:
print(e)
quick_log(request, body, f"Exception: {e}")
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global_var.set(global_var.Model_Status, global_var.ModelStatus.Offline)
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raise HTTPException(
Status.HTTP_500_INTERNAL_SERVER_ERROR, f"failed to load: {e}"
)
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if body.deploy:
global_var.set(global_var.Deploy_Mode, True)
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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))
)
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global_var.set(global_var.Model_Status, global_var.ModelStatus.Working)
return "success"
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@router.post("/update-config", tags=["Configs"])
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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"
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@router.get("/status", tags=["Configs"])
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def status():
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import GPUtil
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gpus = GPUtil.getGPUs()
if len(gpus) == 0:
device_name = "CPU"
else:
device_name = gpus[0].name
return {
"status": global_var.get(global_var.Model_Status),
"pid": os.getpid(),
"device_name": device_name,
}