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Questions and Answers
Which category does HNSW belong to?
Which category does HNSW belong to?
- Trees
- Hashes
- Proximity graphs
- Graphs (correct)
Which technique heavily contributed to HNSW?
Which technique heavily contributed to HNSW?
- Sorted array
- Linked list
- Skip lists
- Probability skip list (correct)
What is the purpose of the probability skip list?
What is the purpose of the probability skip list?
- To allow fast search like a sorted array
- To link vertices based on proximity
- To enable easy insertion of new elements (correct)
- To build several layers of linked lists
Which parameters can be modified after initializing the index?
Which parameters can be modified after initializing the index?
What effect does increasing the efConstruction parameter have on search time?
What effect does increasing the efConstruction parameter have on search time?
Which parameter affects the memory usage of the HNSW index?
Which parameter affects the memory usage of the HNSW index?
What can be done to improve search speeds in the HNSW index?
What can be done to improve search speeds in the HNSW index?
Which type of graph uses both long-range and short-range links to reduce search times?
Which type of graph uses both long-range and short-range links to reduce search times?
What is the stopping condition in a greedy-routing search process in an NSW graph?
What is the stopping condition in a greedy-routing search process in an NSW graph?
What is the main difference between NSW and HNSW graphs?
What is the main difference between NSW and HNSW graphs?
What parameter determines the number of layers in HNSW graph construction?
What parameter determines the number of layers in HNSW graph construction?
Which library is used to implement HNSW in this text?
Which library is used to implement HNSW in this text?
What does the parameter M_max0 represent in the HNSW graph construction?
What does the parameter M_max0 represent in the HNSW graph construction?
What is the stopping condition for insertion in the HNSW graph construction?
What is the stopping condition for insertion in the HNSW graph construction?
What is the purpose of the assign_probas vector in the HNSW graph construction?
What is the purpose of the assign_probas vector in the HNSW graph construction?
Which category does HNSW belong to?
Which category does HNSW belong to?
Which technique heavily contributed to HNSW?
Which technique heavily contributed to HNSW?
What is the purpose of the probability skip list?
What is the purpose of the probability skip list?
What is the main difference between NSW and HNSW graphs?
What is the main difference between NSW and HNSW graphs?
What parameter affects the memory usage of the HNSW index?
What parameter affects the memory usage of the HNSW index?
Which parameters can be modified after initializing the HNSW index?
Which parameters can be modified after initializing the HNSW index?
Which parameter affects the recall performance in the HNSW index?
Which parameter affects the recall performance in the HNSW index?
Which parameter has a significant effect on search time when using a large number of queries in the HNSW index?
Which parameter has a significant effect on search time when using a large number of queries in the HNSW index?
What is the impact of increasing the efConstruction parameter in the HNSW index?
What is the impact of increasing the efConstruction parameter in the HNSW index?
What is the main factor that affects the memory usage of the HNSW index?
What is the main factor that affects the memory usage of the HNSW index?
Which parameter determines the number of layers in the HNSW graph construction?
Which parameter determines the number of layers in the HNSW graph construction?
What is the purpose of the probability skip list in the HNSW graph construction?
What is the purpose of the probability skip list in the HNSW graph construction?
What does the parameter M_max0 represent in the HNSW graph construction?
What does the parameter M_max0 represent in the HNSW graph construction?
Which technique heavily contributed to the development of HNSW?
Which technique heavily contributed to the development of HNSW?
Which library is used to implement the HNSW index in this text?
Which library is used to implement the HNSW index in this text?
What is the main purpose of the 'zoom-out' phase in the greedy-routing search process in an NSW graph?
What is the main purpose of the 'zoom-out' phase in the greedy-routing search process in an NSW graph?
What is the main difference between HNSW and NSW graphs?
What is the main difference between HNSW and NSW graphs?
What is the purpose of the 'level multiplier' parameter in HNSW graph construction?
What is the purpose of the 'level multiplier' parameter in HNSW graph construction?
What is the stopping condition for the greedy-routing search process in an NSW graph?
What is the stopping condition for the greedy-routing search process in an NSW graph?
What effect does decreasing the 'level multiplier' have on HNSW graph construction?
What effect does decreasing the 'level multiplier' have on HNSW graph construction?
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