stupidog04
commited on
Commit
•
be4d4fb
1
Parent(s):
8f0d639
Delete pipeline.py
Browse files- pipeline.py +0 -31
pipeline.py
DELETED
@@ -1,31 +0,0 @@
|
|
1 |
-
from torchvision import transforms
|
2 |
-
from pair_classification import PairClassificationPipeline
|
3 |
-
|
4 |
-
class PreTrainedPipeline():
|
5 |
-
def __init__(self, path):
|
6 |
-
"""
|
7 |
-
Initialize model
|
8 |
-
"""
|
9 |
-
model_flag = 'google/vit-base-patch16-224-in21k'
|
10 |
-
# self.processor = feature_extractor = ViTFeatureExtractor.from_pretrained(model_flag)
|
11 |
-
self.pipe = pipeline("pair-classification", model=model_flag , feature_extractor=model_flag ,
|
12 |
-
model_kwargs={'num_labels':len(label2id),
|
13 |
-
'label2id':label2id,
|
14 |
-
'id2label':id2label,
|
15 |
-
'num_channels':6,
|
16 |
-
'ignore_mismatched_sizes': True })
|
17 |
-
self.model = self.pipe.model.from_pretrained(path)
|
18 |
-
|
19 |
-
|
20 |
-
def __call__(self, inputs):
|
21 |
-
"""
|
22 |
-
Args:
|
23 |
-
inputs (:obj:`np.array`):
|
24 |
-
The raw waveform of audio received. By default at 16KHz.
|
25 |
-
Return:
|
26 |
-
A :obj:`dict`:. The object return should be liked {"text": "XXX"} containing
|
27 |
-
the detected text from the input audio.
|
28 |
-
"""
|
29 |
-
# input_values = self.processor(inputs, return_tensors="pt", sampling_rate=self.sampling_rate).input_values # Batch size 1
|
30 |
-
# logits = self.model(input_values).logits.cpu().detach().numpy()[0]
|
31 |
-
return self.pipe(inputs)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|