Add special GPU memory allocators

[Red-Portal]

mgcpp internally uses a lot of temporary but cudaMalloc has a really bad performance. Using low latency memory allocators should boost performance a lot.

references.

• tcmalloc, Google
• THC allocator, PyTorch,
• halloc, slides
• scatteralloc
• CMalloc
• pool allocator, Tensorflow