CUDA torch functions for LLM

For study purpose

implemented attentions

• Naive Attention
• Attention with KV
• Attention with non-contagious memory
• Single Query Attention with non-contagious KV cache (PagedAttention with block size 1)
• Multi Query Attention with non-contagious KV cache (for Speculative Decoding)
• Rotary Embedding