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CUDA to HIP.
Weeks to

An AI compiler agent that automatically translates, compiles, and benchmarks your NVIDIA CUDA kernels on real AMD MI300X hardware with zero manual intervention.

See it in Action View on GitHub
AMD GPU Cloud
ROCm
CUDA
Python
LLM API
AMD GPU Cloud
ROCm
CUDA
Python
LLM API
CUDA kernel.cu
// CUDA Vector Add Kernel __global__ void vectorAdd(const float *A, const float *B, float *C, int numElements) { int i = blockDim.x * blockIdx.x + threadIdx.x; if (i < numElements) { C[i] = A[i] + B[i]; } } int main() { float *d_A, *d_B, *d_C; cudaMalloc(&d_A, size); cudaMalloc(&d_B, size); cudaMalloc(&d_C, size); cudaMemcpy(d_A, h_A, size, cudaMemcpyHostToDevice); cudaMemcpy(d_B, h_B, size, cudaMemcpyHostToDevice); int threadsPerBlock = 256; int blocksPerGrid = (numElements + threadsPerBlock - 1) / threadsPerBlock; vectorAdd<<<blocksPerGrid, threadsPerBlock>>>(d_A, d_B, d_C, numElements); }
Agent Status
INITIALIZING
HIP (ROCm) kernel.hip.cpp
// HIP code will be compiled here...
0
Kernels Migrated
0
CUDA Calls Converted
0%
Migration Success Rate
$0.000
Total API Cost
Pipeline Workflow

CUDA-to-HIP Translation Pipeline

Watch how our agent automates the migration pipeline through AST analysis, deep rewriting, and iterative sandboxed optimization.

PARSE

Parses AST layouts, kernel code blocks, and driver memory directives from host structures.

MIGRATE

Maps device layouts, thread block sizes, warp constraints, and memory hierarchy limits.

COMPILE

Awaiting AMD GPU (hipcc, ROCm 6.x)

Transforms library calls, warps size constraints, and launches syntax to HIP runtime calls.

BENCHMARK

Not run yet (rocprof, MI300X)

Compiles in parallel hipcc sandboxes and measures latency parity against native environments.

Interactive Console

Test the Agent Real-Time

Select a legacy CUDA GPU kernel template below and watch the agent refactor, sandbox compile, and verify the resulting HIP ROCm translation.

Drop your .cu file here or click to browse
CUDA (NVIDIA)
cuda_kernel.cu Click to edit 

        


        
        

          

            
              
HIP/ROCm (AMD)

              translated_kernel.hip.cpp
              Auto-generated — you can edit
            
            
              
              
            
          

          

        

      


      
      

        

          

            
            
            
          

          AMD GPU Cloud Sandbox Terminal
          
        

        

          // Select a kernel and click "Run Compiler Agent" to execute translation.
        

      

    

  


  
  

    

      

        
        Benchmark Performance
      

      
Designed for Scale, Built for Speed

      

        Performance measurements comparing manual translation methods versus our AMD GPU Cloud-hosted automated compiler agent.
      


      

        
        

          
0 minutes

          
vs weeks manually

          
Accelerate legacy CUDA translation to HIP kernels down to minutes.

        


        
        

          
0%

          
compile success rate

          
Sandboxed compilation and AST error correction loop checks code parity.

        


        
        

          
0%

          
performance parity

          
Direct output compiles to native ROCm code without overhead wrappers.

        

      

    

  


  
  

    

      

        

          

            
            AMD Instinct
          

          
AMD Instinct™ MI300X Infrastructure

          

            To run high-performance AI compilers, our agent requires serious power. We host the pipeline entirely on AMD Instinct MI300X GPU Cloud instances.
          

          

            

              

                
              

              

                
Ultra-Parallel Sandboxing

                
Compile tests execute concurrently across isolated ROCm docker structures, delivering compiler diagnostics in milliseconds.

              

            


            

              

                
              

              

                
Fine-Tuned Optimization Models

                
Our custom code-correcting agent models are optimized and run directly with high-bandwidth ROCm execution contexts.

              

            

          

        


        
        

          

            Kernel Compile Speed
            

              

                
                CUDA
              

              

                
                ROCm HIP
              

            

          

          

            

              Vector Add
              

                

              

              95%
            

            

              Matrix Mult
              

                

              

              100%
            

            

              FFT Kernel
              

                

              

              92%
            

            

              ResNet-50
              

                

              

              98%
            

          

        

      

    

  


  
  

    

      

        
        Contributors
      

      
Team

      

        Built by high-performance systems and compiler engineers to solve the real-world challenge of seamless GPU ecosystem migration.
      

      
                              

        

          Muhammad Shoaib Altaf
          

            
Muhammad Shoaib Altaf — Lead Developer

            
          

        


        

          Faizan Haider
          

            
Faizan Haider — AI Engineer

            
          

        

      

    

  


  
  

    

      

      
Supercharge Your ROCm Migration

      
Stop rewriting kernels manually. Let our compiler agent translate, test, and package your legacy CUDA code into optimized HIP files.

      

        Try Interactive Demo
        Explore GitHub Repository