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Python

"""
LiteRT module tests
"""
import os
import unittest
import numpy as np
from txtai.vectors import VectorsFactory
class TestLiteRT(unittest.TestCase):
"""
LiteRT vectors tests
"""
@classmethod
def setUpClass(cls):
"""
Create LiteRT instance.
"""
cls.model = VectorsFactory.create(
{"path": "neuml/bert-hash-nano-embeddings-litert/bert-hash-nano-embeddings-int4.tflite", "gpu": False}, None
)
def testIndex(self):
"""
Test indexing with LiteRT vectors
"""
ids, dimension, batches, stream = self.model.index([(0, "test", None)])
self.assertEqual(len(ids), 1)
self.assertEqual(dimension, 128)
self.assertEqual(batches, 1)
self.assertIsNotNone(os.path.exists(stream))
# Test shape of serialized embeddings
with open(stream, "rb") as queue:
self.assertEqual(np.load(queue).shape, (1, 128))