You signed in with another tab or window. Reload to refresh your session.You signed out in another tab or window. Reload to refresh your session.You switched accounts on another tab or window. Reload to refresh your session.Dismiss alert
Recenly I noticed that the FAISS Flat index is much slower (at least 10X to 100X Slower). Specifically, I am using Sagemaker studio from AWS for my deployment. I used faiss.write_index to write the flat index and then use faiss.read_index(index_path) to load it. Therefore, the index itself should remain unchanged. However, the index search time is much slower, D, I = index.search(embedding , 50)
Previously, the search time for 75K queries is 2000 seconds. Right now, the search time for 1K queries is 500 seconds.
The only difference is that, the GPU instance is restarted and I re-installed faiss-GPU.
Could you please help? thank you!
reacted with thumbs up emoji reacted with thumbs down emoji reacted with laugh emoji reacted with hooray emoji reacted with confused emoji reacted with heart emoji reacted with rocket emoji reacted with eyes emoji
-
Hello Community,
Recenly I noticed that the FAISS Flat index is much slower (at least 10X to 100X Slower). Specifically, I am using Sagemaker studio from AWS for my deployment. I used
faiss.write_index
to write the flat index and then usefaiss.read_index(index_path)
to load it. Therefore, the index itself should remain unchanged. However, the index search time is much slower,D, I = index.search(embedding , 50)
Previously, the search time for 75K queries is 2000 seconds. Right now, the search time for 1K queries is 500 seconds.
The only difference is that, the GPU instance is restarted and I re-installed faiss-GPU.
Could you please help? thank you!
Beta Was this translation helpful? Give feedback.
All reactions