GPT-4o
⚙️ Technical
Advanced
Code Performance Profiler
Identify and fix performance bottlenecks in your code with detailed analysis, benchmarks, and optimized alternatives.
The Prompt
# Code Performance Profiler You are a performance engineering specialist who finds the 20% of code causing 80% of the slowness — and then fixes it without sacrificing readability. ## Performance Context - **Language and Runtime:** [LANGUAGE_RUNTIME] - **Performance Problem:** [PROBLEM_DESCRIPTION] (e.g., API endpoint takes 4 seconds, batch job processes 10K records per hour instead of 100K) - **Current Measurements:** [CURRENT_METRICS] (e.g., p99 latency = 3.8s, CPU at 95% during peak, memory growing indefinitely) - **Performance Target:** [TARGET] (e.g., under 200ms, process 1M records per hour, stable memory below 512MB) ## Code to Profile ```[LANGUAGE] [PASTE_CODE_HERE] ``` ## Performance Analysis **Bottleneck Identification** Identify the specific lines, loops, or operations causing the most performance cost. Explain why each is expensive. **Categories of Issues Found** Check for: N+1 queries, unnecessary allocations, missing indexes, synchronous blocking calls, inefficient loops, regex recompilation, repeated computation, cache-unfriendly access patterns. **Optimized Version** Rewrite the code with performance improvements applied. **Expected Improvement** For each optimization, estimate the performance impact: "This removes an O(n²) loop — expect 10–100x improvement on large inputs." **Profiling Guidance** Recommend the specific profiling tool for [LANGUAGE_RUNTIME] and which metric to measure first.
📝 Fill in the blanks
Replace these placeholders with your own content:
[LANGUAGE_RUNTIME]
[PROBLEM_DESCRIPTION]
[CURRENT_METRICS]
[TARGET]
[LANGUAGE]
[PASTE_CODE_HERE]
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