Commit ·
e557400
1
Parent(s): efe17a8
adds handler.py
Browse files- handler.py +14 -0
handler.py
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import torch
|
| 2 |
+
from transformers import AutoModelForCausalLM, AutoTokenizer
|
| 3 |
+
|
| 4 |
+
class EndpointHandler():
|
| 5 |
+
def __init__(self, path=""):
|
| 6 |
+
torch.set_default_device("cuda")
|
| 7 |
+
self.model = AutoModelForCausalLM.from_pretrained("chuckfinca/arithmephi", torch_dtype="auto", trust_remote_code=True)
|
| 8 |
+
self.tokenizer = AutoTokenizer.from_pretrained("microsoft/phi-2", trust_remote_code=True)
|
| 9 |
+
|
| 10 |
+
def __call__(self, data: str) -> str:
|
| 11 |
+
inputs = self.tokenizer(data, return_tensors="pt", return_attention_mask=False)
|
| 12 |
+
outputs = self.model.generate(**inputs, max_length=len(inputs[0]) + 8, pad_token_id=self.tokenizer.eos_token_id)
|
| 13 |
+
text = self.tokenizer.batch_decode(outputs)[0]
|
| 14 |
+
return text
|