Yingxu He
commited on
Create handler.py
Browse files- handler.py +30 -0
handler.py
ADDED
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import torch
|
2 |
+
import chatglm_cpp
|
3 |
+
from typing import Dict, List, Any
|
4 |
+
|
5 |
+
# get dtype
|
6 |
+
# dtype = torch.bfloat16 if torch.cuda.get_device_capability()[0] == 8 else torch.float16
|
7 |
+
|
8 |
+
|
9 |
+
class EndpointHandler:
|
10 |
+
def __init__(self, path=""):
|
11 |
+
# load the model
|
12 |
+
self.pipeline = chatglm_cpp.Pipeline(f"{path}/q5_1.bin")
|
13 |
+
self.system_message = chatglm_cpp.ChatMessage(role="system", content="请你现在扮演一个软件工程师,名字叫做贺英旭。你需要以这个身份和朋友们对话。")
|
14 |
+
|
15 |
+
def __call__(self, data: Any) -> List[List[Dict[str, float]]]:
|
16 |
+
inputs = data.pop("inputs", data)
|
17 |
+
parameters = data.pop("parameters", None)
|
18 |
+
|
19 |
+
messages = [
|
20 |
+
self.system_message,
|
21 |
+
chatglm_cpp.ChatMessage(role="user", content=inputs)
|
22 |
+
]
|
23 |
+
|
24 |
+
# pass inputs with all kwargs in data
|
25 |
+
if parameters is not None:
|
26 |
+
prediction = self.pipeline.chat(messages, **parameters)
|
27 |
+
else:
|
28 |
+
prediction = self.pipeline.chat(messages)
|
29 |
+
# postprocess the prediction
|
30 |
+
return prediction
|