# Next Steps

## In this learning path

- [Introduction](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/)
- [Understand profiling with Arm Performix Instruction Mix](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/how-to-1/)
- [Set up and run a GPT-2 baseline](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/how-to-2/)
- [Find GPT-2 hotspots and profile with the Arm Performix Instruction Mix recipe](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/how-to-3/)
- [(Optional) Optimize matmul with vector intrinsics](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/how-to-4/)
- [Compare Neon and SVE with the Arm Performix Instruction Mix recipe](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/how-to-5/)
- [Accelerate execution with KleidiAI](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/how-to-6/)
- [Next Steps](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/_next-steps/)

## Profile GPT-2 inference with the Arm Performix Instruction Mix recipe

### [Introduction](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/)
### [Understand profiling with Arm Performix Instruction Mix](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/how-to-1/)
### [Set up and run a GPT-2 baseline](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/how-to-2/)
### [Find GPT-2 hotspots and profile with the Arm Performix Instruction Mix recipe](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/how-to-3/)
### [(Optional) Optimize matmul with vector intrinsics](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/how-to-4/)
### [Compare Neon and SVE with the Arm Performix Instruction Mix recipe](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/how-to-5/)
### [Accelerate execution with KleidiAI](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/how-to-6/)
### [Next Steps](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-instruction-mix/_next-steps/)

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- Have more feedback? [Log an issue on GitHub.](https://github.com/ArmDeveloperEcosystem/arm-learning-paths/issues/new?title=Feedback%20-%20Profile%20GPT-2%20inference%20with%20the%20Arm%20Performix%20Instruction%20Mix%20recipe)
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## Continue Learning

### Read related resources

Find more information about the topics in this Learning Path:
- [Arm Performix User Guide](https://developer.arm.com/documentation/110163/latest)
- [Find code hotspots with Arm Performix](https://learn.arm.com/learning-paths/servers-and-cloud-computing/cpu_hotspot_performix/)
- [Identify code hotspots using Arm Performix through the Arm MCP Server](https://learn.arm.com/learning-paths/servers-and-cloud-computing/performix-mcp-agent/)
- [Arm MCP Server GitHub Repository](https://github.com/arm/mcp)
- [KleidiAI GitHub Repository](https://gitlab.arm.com/kleidi/kleidiai)
- [GPT-2 Example repository](https://github.com/arm-education/GPT-2-Example)

### Join the Arm Developer Program

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[Back to all learning paths under Servers and Cloud Computing](https://learn.arm.com/learning-paths/servers-and-cloud-computing/)