benderrodriguez
commited on
Commit
•
23719bf
1
Parent(s):
7c2f56b
New handler.
Browse files- handler.py +27 -20
handler.py
CHANGED
@@ -1,28 +1,35 @@
|
|
1 |
from typing import Dict, List, Any
|
2 |
import faster_whisper
|
|
|
3 |
|
4 |
-
|
5 |
-
|
6 |
-
|
7 |
|
8 |
-
|
9 |
-
"""
|
10 |
-
data args:
|
11 |
-
inputs (:obj: `str`)
|
12 |
-
date (:obj: `str`)
|
13 |
-
Return:
|
14 |
-
A :obj:`list` | `dict`: will be serialized and returned
|
15 |
-
"""
|
16 |
-
# get inputs
|
17 |
-
#inputs = data.pop("inputs",data)
|
18 |
-
#date = data.pop("date", None)
|
19 |
|
20 |
-
|
21 |
-
|
22 |
-
# return [{"label": "happy", "score": 1}]
|
23 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
24 |
|
25 |
-
|
26 |
-
#prediction = self.pipeline(inputs)
|
27 |
-
return {'text' : 'bender is great!'}
|
28 |
|
|
|
1 |
from typing import Dict, List, Any
|
2 |
import faster_whisper
|
3 |
+
import torch
|
4 |
|
5 |
+
# Initialize the model and processor
|
6 |
+
model_name_or_path = "ivrit-ai/faster-whisper-v2-d3-e3"
|
7 |
+
device = "cuda" if torch.cuda.is_available() else "cpu"
|
8 |
|
9 |
+
model = faster_whisper.WhisperModel(model_name_or_path, device=device)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
10 |
|
11 |
+
def predict(audio_file_path):
|
12 |
+
return 'Bender is great!'
|
|
|
13 |
|
14 |
+
def handler(event, context):
|
15 |
+
try:
|
16 |
+
# Parse input event
|
17 |
+
body = json.loads(event["body"])
|
18 |
+
audio_file_path = body["audio_file_path"]
|
19 |
+
|
20 |
+
# Run prediction
|
21 |
+
transcription = predict(audio_file_path)
|
22 |
+
|
23 |
+
# Create response
|
24 |
+
response = {
|
25 |
+
"statusCode": 200,
|
26 |
+
"body": json.dumps({"transcription": transcription})
|
27 |
+
}
|
28 |
+
except Exception as e:
|
29 |
+
response = {
|
30 |
+
"statusCode": 500,
|
31 |
+
"body": json.dumps({"error": str(e)})
|
32 |
+
}
|
33 |
|
34 |
+
return response
|
|
|
|
|
35 |
|