Model and target
Select or replace the local artifact, choose the target profile, then run or re-run the static audit.
Choose a local .tflite or .onnx artifact to inspect file metadata.
A light local read starts only after a model is selected.
Model bytes are read fully only after Run Static Audit is clicked.
Model audit session
Static analysis views
Switch between the main summary, delegate coverage, quantization contract, roofline pressure, and stage structure.
Read the top readiness score, target assumptions, priority actions, and graph risk posture first.
Module results and report packages
Select a completed module result, open the Engineering Report, or open the beta-gated Regulatory Report package.
Choose a local artifact and target device.
Pick model and target
Review graph and risks
Download evidence or request access
Run selected module
Run controls live here. Results and downloads appear in the report pane below after execution.
DeepBOM: deploy-artifact weight/topology basin proxy.
The protected WASM module is loaded only when this account can run Advanced analysis.
Perturbation: local input/output drift plus artifact-supported weight and layer sensitivity.
Runs only the probes supported by the current model artifact and browser runtime.
Runtime Basin: local backend availability and output drift.
Compares browser runtime paths that actually execute on this device. Image preprocessing drift runs when an input tensor is prepared.
Curvature/Basin: finite-difference stability probes on the deployed function.
Runs locally against the deployed TFLite runtime path and reports deploy-domain stability evidence.
Engineering Report: technical audit evidence for model engineers.
Includes model structure, quantization scope, XNNPACK chains, roofline signals, benchmark evidence, and engineering action items. It does not include the Regulatory Report.
Regulatory Report: broader evidence package with Engineering Report included as an appendix.
Requires Beta access because it bundles formal evidence classification, integrity posture, findings register, ML-BOM/CycloneDX context, and the engineering evidence appendix.
DeepBOM
Local deploy-artifact proxy evidence. It prioritizes follow-up validation; it is not a training-time curvature certificate.
Perturbation
Runs local input perturbation sensitivity against the loaded deployment artifact. Model bytes and generated tensors stay in browser memory.
Runtime Basin
Runs local backend availability and output-drift checks for the selected model path.
Deploy Curvature / Basin
Runs local finite-difference probes on the deployed model function and reports curvature, basin, and stability proxies.
Run a static audit to generate the report preview.
Download engineer-facing artifacts. This report never includes the Regulatory Report.
Downloads the Engineering Report plus engineer-facing static audit artifacts in one ZIP.
Run a static audit and sign in to download the engineering bundle.
Run a static audit to generate the regulatory report preview.
Includes the Engineering Report as an appendix plus regulatory-facing evidence classification and traceability.
Starts from the full Engineering Bundle, then adds the Regulatory Report and enabled beta/advanced evidence.
Run a static audit and sign in with Beta access to download the regulatory bundle.
On-device Audit Dashboard
Parsed TFLite/ONNX facts plus static heuristics for cache pressure, roofline posture, graph risk, and local execution readiness.
Load a .tflite or .onnx file to generate an optimization profile.
Static Roofline Mix
Top Signals
static inspection queuePriority Actions
model-specificFallback Traffic
by op familyPerformance Visuals
Flame-style summaries for compute concentration, static bottlenecks, delegate chains, quantization risk, and target fit.
Estimated Bottleneck Contribution
target-adjustedTarget Comparison
A55 / A72 / AVX2 / WASMXNNPACK Chain Flow
delegate partitionsQuantization Risk Heatmap
scale / zero-pointStage Memory Mix
roofline by stageLocal Preprocessing Pipeline
Prepare a real image tensor locally before running browser-side inference or benchmark checks.
Inference Benchmark
Measures local browser runtime latency with warmup separated from steady-state runs.
| Backend | Compile | p50 | p90 | p99 | Mean | Status |
|---|
Graph Explorer
Search ops, inspect tensor metadata, and trace local producer/consumer links.
| # | Op | Out | MACs | Bound | XNNPACK | Quant | Align | Pack | Fusion |
|---|
Stage View
Operator Histogram
| Op | Count |
|---|
Top MAC Ops
| # | Op | Output | MACs | Bytes |
|---|
Static Roofline
| # | Op | Intensity | Guess | Action |
|---|