Zymtrace provides a continuous profiling solution that delivers deep insights into CPU and GPU performance for general-purpose and accelerated computing workloads. By identifying inefficiencies in applications, models, and inference processes, Zymtrace enables users to optimize resource utilization and improve overall computational efficiency.
Funding
Funding not disclosed
Founders
Product
Problem
Profiling CPU and GPU workloads to identify performance bottlenecks is often complex and requires code recompilation or instrumentation, adding overhead and friction to the optimization process. Existing profiling tools often present raw data like flamegraphs, demanding significant effort from users to interpret and translate into actionable insights.
Solution
Zymtrace offers a continuous profiling solution that provides visibility into CPU and GPU performance without requiring code changes. The eBPF-powered agent identifies performance bottlenecks across various languages and frameworks, correlating hardware profiles with the CPU code paths that launch them. Zymtrace's "Efficiency IQ" analyzes profiling data and provides specific recommendations for optimizing resource utilization and improving computational efficiency. The on-premise solution is designed for low overhead, allowing for 24/7 operation with minimal impact on profiled systems.
Target Audience
Zymtrace targets organizations that require performance optimization of general-purpose and accelerated computing workloads, including those using AI and machine learning.
Features
- Zero-instrumentation and zero-recompilation profiling for CPU and GPU workloads
- eBPF-powered agent for frictionless whole-system visibility across major languages
- Correlates hardware profiles with CPU code paths to identify performance bottlenecks
- "Efficiency IQ" feature provides actionable insights and recommendations
- Supports NVIDIA CUDA and PyTorch frameworks
- Designed for low overhead, targeting 1% CPU usage and less than 250MB of RAM
- Compatible with Docker and Kubernetes
- OpenTelemetry compliant