How to fix "unable to allocate 35.8 GiB for an array with shape (4807120167,) and data type int64" when using cosine similarity?

A. Memory allocation error
B. Array shape troubleshooting
C. Cosine similarity computation
D. Programming memory management

Answer :

Final answer:

The answer explains memory allocation errors, cosine similarity computation, and programming memory management in dealing with large arrays in a concise manner.

Explanation:

Memory allocation error: The error 'Unable to allocate 35.8 GiB for an array with shape (4807120167,) and data type int64' indicates a memory allocation issue, commonly due to insufficient memory available to store the large array.

Cosine similarity computation: In this case, cosine similarity involves working with high-dimensional data which can require a significant amount of memory, especially when dealing with large arrays like the one mentioned.

Programming memory management: To address this, you may need to optimize memory usage by considering alternative data structures, implementing more efficient algorithms, or exploring tools to help manage memory usage efficiently.