Neiko2002 commented on issue #1528:
URL: 
https://github.com/apache/incubator-fury/issues/1528#issuecomment-2061017027

   It is just a hassle, right now the meta information of all images are stored 
in row-based styles. Then the embeddings information of all the images are in 
column based. I see three options with the current fury implementation:
   
   1. Store meta information and embeddings in seperate files, and split the 
embeddings file in smaller files to cirumvent the 2GB limit
   2. Keep everything in one file, but creates additional files if its breaks 
the 2GB barrier
   3. Store everything in row-based format and split the files
   
   For 2 and 3 we would need to keep track how big the file already is to make 
a sensable split (not splitting the meta data or embedding of an image into two 
files). Finding a good splitting point for option 1 is more straight forwards 
since the number of embeddings fitting into one file can be calculated in 
advanced. Ideal memory allocation and ordering of data would need more 
consideration, if data is stored in multiple files.


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