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28 changes: 3 additions & 25 deletions app/ari.py
Original file line number Diff line number Diff line change
Expand Up @@ -72,40 +72,18 @@ def pipeline_predictions(pipeline, data):

outputs = pipeline(pipeline_input)
for out in outputs:
if out['label'] == 'Inference' and out['score'] > 0.95:
if out['label'] == 'Inference' and out['score'] > 0.9:
labels.append(1)
elif out['label'] == 'Conflict' and out['score'] > 0.8:
elif out['label'] == 'Conflict' and out['score'] > 0.7:
labels.append(2)
elif out['label'] == 'Rephrase' and out['score'] > 0.8:
elif out['label'] == 'Rephrase' and out['score'] > 0.7:
labels.append(3)
else:
labels.append(0)

return labels


def make_predictions(trainer, tknz_data):
predicted_logprobs = trainer.predict(tknz_data)
'''
predicted_labels = np.argmax(predicted_logprobs.predictions, axis=-1)

return predicted_labels
'''
labels = []
for sample in predicted_logprobs.predictions:
torch_logits = torch.from_numpy(sample)
probabilities = F.softmax(torch_logits, dim=-1).numpy()
valid_check = probabilities > 0.95
if True in valid_check:
labels.append(np.argmax(sample, axis=-1))
elif np.argmax(sample, axis=-1) == 2 and probabilities[2] > 0.8:
labels.append(2)
else:
labels.append(-1)

return labels


def output_xaif(idents, labels, fileaif):
original_aif = xaif.AIF(fileaif)

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2 changes: 1 addition & 1 deletion docker-compose.yml
Original file line number Diff line number Diff line change
@@ -1,4 +1,4 @@
version: '1'
version: '3'

services:
amf_ari:
Expand Down