Ashot Vardanian
commited on
Commit
•
14417ab
1
Parent(s):
d3e828f
Refactor: Inferring number of dimensions
Browse files
main.py
CHANGED
@@ -58,13 +58,14 @@ if not exists('images.fbin'):
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image_embedding = model.encode_image(image_data).detach().numpy()
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vectors.append(image_embedding)
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-
image_mat = np.
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save_matrix(image_mat, 'images.fbin')
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if not exists('images.usearch'):
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-
index = Index(ndim=256, metric=MetricKind.Cos)
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image_mat = load_matrix('images.fbin')
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count = image_mat.shape[0]
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for idx in tqdm(range(count), desc='Indexing vectors'):
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index.add(idx, image_mat[idx, :].flatten())
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image_embedding = model.encode_image(image_data).detach().numpy()
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vectors.append(image_embedding)
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+
image_mat = np.vstack(vectors)
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save_matrix(image_mat, 'images.fbin')
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if not exists('images.usearch'):
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image_mat = load_matrix('images.fbin')
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count = image_mat.shape[0]
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+
ndim = image_mat.shape[1]
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index = Index(ndim=ndim, metric=MetricKind.Cos)
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for idx in tqdm(range(count), desc='Indexing vectors'):
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index.add(idx, image_mat[idx, :].flatten())
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