Profiling & Tools
Beta Access: The visual tools below are currently in closed beta. Request Access or use the CLI equivalents.
NeuWare Studio
K-Scope: Visual Profiler
Stop guessing why your model is slow.
K-Scope visualizes the execution of your model on the NPU, layer by layer. Identify memory bottlenecks, compute stalls, and USB transfer latency instantly.
Open Source
K-Surgeon: Model Editor
Fix unsupported layers visually.
Based on the popular Netron viewer, K-Surgeon highlights unsupported operators in red and offers automated remediation strategies (CPU fallback, approximation, or decomposition).
VS Code Extension
K-Code: IDE Integration
Develop without leaving your editor.
K-Code brings the Kneron toolchain directly into VS Code. Features include project scaffolding, one-click compilation, and a live device manager for connected accelerators.
Command Line Equivalents
| Task | Visual Tool | CLI Command | Guide |
|---|---|---|---|
| Profile Model | K-Scope | kneron profile --model x.nef | Profiling Guide |
| Inspect Graph | K-Surgeon | kneron inspect --model x.onnx | Inspection Guide |
| Compile Model | NeuWare Studio | kneron build ... | Compilation Guide |