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A8f67d55 3f5b 482e Baf0 C19fe090aa05
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doc:beam/a8f67d55-3f5b-482e-baf0-c19fe090aa05index = pinecone.Index('my-index') vectors = [{'id': str(i), 'vector': np.random.rand(128).tolist()} for i in range(num_vectors)] index.upsert(vectors) return index.describe_index_stats()['dimension'] elif self.library == 'faiss': vectors = np.random.rand(num_vectors, 128).astype('float32') self.index.add(vectors) return self.index.ntotal * self.index.d * 4 # 4 bytes per float # Add evaluation for other libraries as needed def evaluate_scalability(self, num_vectors): if self.library == 'pinecone': index = pinecone.Index('my-index') vectors = [{'id': str(i), 'vector': np.random.rand(128).tolist()} for i in range(num_vectors)] start_time = time.time() index.upsert(vectors) end_time = time.time() return end_time - start_time elif self.library == 'faiss': vectors = np.random.rand(num_vectors, 128).astype('float32') start_time = time.time() self.index.add(vectors) end_time = time.time() return end_time - start_time
Facts in this context
Grouped by subject. Each subject links to its full article.
Evaluate Scalability7 factsex:evaluate-scalability
| checksCondition | self.library == 'faiss' |
| checksCondition | self.library == 'pinecone' |
| definedAsMethod | Method |
| hasParameter | num_vectors |
| measuresTimeOf | self.index.add |
| measuresTimeOf | index.upsert |
| returnsTimeDifference | end_time - start_time |
Evaluate Storage Efficiency5 factsex:evaluate-storage-efficiency
| checksCondition | self.library == 'faiss' |
| containsComment | 4 bytes per float |
| invokesUpsert | vectors |
| returnsCalculation | self.index.ntotal * self.index.d * 4 |
| returnsProperty | dimension |