Commit
·
e6c2ed8
1
Parent(s):
094ee39
Fixed normalization error when only 1 image is sent to endpoint
Browse files- handler.py +6 -5
handler.py
CHANGED
@@ -219,13 +219,14 @@ class EndpointHandler:
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# get image embeddings
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batch_emb = self.model_clip.get_image_features(pixel_values=batch)
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# detach text emb from graph, move to CPU, and convert to numpy array
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-
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batch_emb = batch_emb.cpu().detach().numpy()
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# NORMALIZE
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else:
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batch_emb = batch_emb.T / np.linalg.norm(batch_emb, axis=1)
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# transpose back to (21, 512)
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batch_emb = batch_emb.T.tolist()
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embedding_end_time = timeit.default_timer()
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# get image embeddings
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batch_emb = self.model_clip.get_image_features(pixel_values=batch)
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# detach text emb from graph, move to CPU, and convert to numpy array
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+
# Check the shape of the tensor before squeezing
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if batch_emb.dim() > 1 and batch_emb.shape[0] == 1:
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batch_emb = batch_emb.squeeze(0)
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batch_emb = batch_emb.cpu().detach().numpy()
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# NORMALIZE
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+
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batch_emb = batch_emb.T / np.linalg.norm(batch_emb, axis=1)
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# transpose back to (21, 512)
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batch_emb = batch_emb.T.tolist()
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embedding_end_time = timeit.default_timer()
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