HowWebWorks commited on
Commit ·
5c35d44
1
Parent(s): ca9c9ce
add handler.py
Browse files- handler.py +16 -0
- load_model.py +0 -6
handler.py
ADDED
|
@@ -0,0 +1,16 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from transformers import AutoModelForCausalLM, AutoTokenizer
|
| 2 |
+
from typing import Dict
|
| 3 |
+
|
| 4 |
+
class EndpointHandler:
|
| 5 |
+
def __init__(self, path=""):
|
| 6 |
+
self.tokenizer = AutoTokenizer.from_pretrained(path)
|
| 7 |
+
self.model = AutoModelForCausalLM.from_pretrained(path)
|
| 8 |
+
|
| 9 |
+
def __call__(self, data: Dict[str, str]) -> Dict[str, str]:
|
| 10 |
+
inputs = data.get("inputs", "")
|
| 11 |
+
if not inputs:
|
| 12 |
+
return {"error": "No input provided."}
|
| 13 |
+
inputs = self.tokenizer(inputs, return_tensors="pt")
|
| 14 |
+
outputs = self.model.generate(**inputs, max_new_tokens=100)
|
| 15 |
+
response = self.tokenizer.decode(outputs[0], skip_special_tokens=True)
|
| 16 |
+
return {"generated_text": response}
|
load_model.py
DELETED
|
@@ -1,6 +0,0 @@
|
|
| 1 |
-
from transformers import AutoModel, AutoTokenizer
|
| 2 |
-
|
| 3 |
-
def load_custom_model():
|
| 4 |
-
tokenizer = AutoTokenizer.from_pretrained("./model")
|
| 5 |
-
model = AutoModel.from_pretrained("./model")
|
| 6 |
-
return tokenizer, model
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|