JigaoLuo commented on issue #936:
URL: 
https://github.com/apache/datafusion-python/issues/936#issuecomment-3127576345

   > polars blog gives quite a lot of details about CUDA integration 
https://pola.rs/posts/gpu-engine-release/ . Looking the code, looks like they 
have integrated it in the python layer not in rust.
   
   As an external contributor to cuDF, I encountered this issue firsthand. I 
could confirm that cuDF and Polars interact exclusively at the Python level, as 
there’s currently no binding between cuDF’s C++ backend and Polars' Rust core.
   
   One point worth highlighting is the role of pylibcudf: 
https://docs.rapids.ai/api/cudf/stable/pylibcudf/. This Python wrapper aims to 
expose the entire libcudf API with minimal overhead, enabling high-performance 
data operations in Python. Its design allows efficient bridging between Python 
and C++ without incurring the usual latency associated with Python bindings. 
However, pylibcudf still lacks full coverage of libcudf’s functionality, and 
its documentation is not complete.
   


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