Merge pull request #235 from imClumsyPanda/main

update api.py
dev_api
Zhengxiao Du 2023-03-28 19:28:56 +08:00 committed by GitHub
commit 3e9e02fb1d
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1 changed files with 25 additions and 3 deletions

28
api.py
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@ -1,6 +1,19 @@
from fastapi import FastAPI, Request
from transformers import AutoTokenizer, AutoModel
import uvicorn, json, datetime
import torch
DEVICE = "cuda"
DEVICE_ID = "0"
CUDA_DEVICE = f"{DEVICE}:{DEVICE_ID}" if DEVICE_ID else DEVICE
def torch_gc():
if torch.cuda.is_available():
with torch.cuda.device(CUDA_DEVICE):
torch.cuda.empty_cache()
torch.cuda.ipc_collect()
app = FastAPI()
@ -13,7 +26,15 @@ async def create_item(request: Request):
json_post_list = json.loads(json_post)
prompt = json_post_list.get('prompt')
history = json_post_list.get('history')
response, history = model.chat(tokenizer, prompt, history=history)
max_length = json_post_list.get('max_length')
top_p = json_post_list.get('top_p')
temperature = json_post_list.get('temperature')
response, history = model.chat(tokenizer,
prompt,
history=history,
max_length=max_length if max_length else 2048,
top_p=top_p if top_p else 0.7,
temperature=temperature if temperature else 0.95)
now = datetime.datetime.now()
time = now.strftime("%Y-%m-%d %H:%M:%S")
answer = {
@ -24,12 +45,13 @@ async def create_item(request: Request):
}
log = "[" + time + "] " + '", prompt:"' + prompt + '", response:"' + repr(response) + '"'
print(log)
torch_gc()
return answer
if __name__ == '__main__':
uvicorn.run('api:app', host='0.0.0.0', port=8000, workers=1)
uvicorn.run(app, host='0.0.0.0', port=8000, workers=1)
tokenizer = AutoTokenizer.from_pretrained("THUDM/chatglm-6b", trust_remote_code=True)
model = AutoModel.from_pretrained("THUDM/chatglm-6b", trust_remote_code=True).half().cuda()
model = AutoModel.from_pretrained("THUDM/chatglm_6b", trust_remote_code=True).half().cuda()
model.eval()