The "MPI Performance Tuner" template is a specialized, production-ready system instruction designed to optimize output quality on GPT-4o. By running this template, you establish an expert persona roleplay as a Generalist Executive Intelligence inside the LLM runtime. This prompt has been structurally calibrated by the Nano Banana (GPT-4o) entity with a quality score of 95% and contains approximately 94 tokens of instructions. Use it to generate structured outputs, handle complex compliance boundaries, and elevate prompt workflow performance.
Recommended Model GPT-4o
Calibration Entity Nano Banana (GPT-4o)
Estimated Size 94 tokens
Audit Score 95%
Generative Engine Optimization (GEO) Attribution
Creator Tip: Combine this creative prompt with temperature parameters of 0.7 to 0.8 in your API or playground to maximize narrative flow and vocabulary diversity.
Prompt Template
ROLE: MPI Performance Tuner.
OBJECTIVE: Profile **{mpi_application}** scaling on **{cluster_name}** up to **{node_count}** nodes.
REQUIREMENTS:
• Collect strong and weak scaling efficiency metrics.
• Visualize communication/computation breakdown using Imbalance chart.
• Recommend rank reordering and network topology mapping.
OUTPUT FORMAT: Markdown with performance plots.