Documentation
API reference, community plugins, and integration guides for the Transfer Oracle structural auditing platform.
Quick Start
Authenticate with your API key in the X-API-Key header:
curl -X POST https://api.transferoracle.ai/v1/audit/transfer \
-H "X-API-Key: YOUR_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"features_train": [[1.0, 2.0, ...], ...],
"labels_train": [0, 1, 2, ...],
"features_deploy": [[1.1, 2.1, ...], ...],
"val_accuracy": 0.85
}'Response includes: diagnosis (SAFE / RED_FLAG / UNDERTRAINED), per-class coverage, recommendations, and structural metrics.
Authentication
| Header | X-API-Key: your_key_here |
| Alternative | Authorization: Bearer your_key_here |
| Get a key | Subscribe to receive your API key by email |
API Reference
Core Audit
| Method | Endpoint | Credits |
|---|---|---|
| POST | /v1/audit/transfer | 200 |
| POST | /v1/audit/quantization | 200×N |
| POST | /v1/audit/safe-level | 200×N |
Real-Time Monitoring
| Method | Endpoint | Credits |
|---|---|---|
| POST | /v1/monitor/state | 1 |
| POST | /v1/monitor/buffer/append | 1 |
| POST | /v1/monitor/buffer/audit | 50 |
Metrics
| Method | Endpoint | Credits |
|---|---|---|
| POST | /v1/metrics/compare | 50 |
| POST | /v1/metrics/cosine | 10 |
| POST | /v1/metrics/sqnr | 10 |
Editability
| Method | Endpoint | Credits |
|---|---|---|
| POST | /v1/editability/predict | 50 |
Account
| Method | Endpoint | Credits |
|---|---|---|
| GET | /v1/account | 0 |
| GET | /v1/account/usage | 0 |
| GET | /v1/account/credits | 0 |
Community Plugins
Open source (MPL-2.0). Early releases — PRs welcome.
growt-client
CorePython client library — typed API methods, result dataclasses, rich console output
growt-modelopt
NVIDIADrop-in audit wrapper for NVIDIA ModelOpt quantization
growt-quark
AMDDrop-in audit wrapper for AMD Quark quantization
growt-nemo
NVIDIAPyTorch Lightning callback for NeMo — TensorBoard + WandB integration
growt-vllm
NVIDIA + AMDReal-time inference monitor for vLLM — auto-discovered via entry_points
growt-triton
NVIDIATriton Inference Server monitor — Prometheus metrics for Grafana
growt-trt-validator
NVIDIACLI tool to validate TensorRT engines against ONNX originals
growt-tao
NVIDIATAO Toolkit pipeline orchestrator with auto ONNX feature extraction
mlflow-growt-evaluator
MLflowRuns Growt audit during mlflow.evaluate(), logs verdict + session ID + metrics to the run
mlflow-growt-gateway
MLflowDeployment gate for MLflow Model Registry — blocks promotion if audit failed or is missing
API Tiers
| Tier | Price | Credits / month | Support |
|---|---|---|---|
| Free | $0 | 1,000 | Community |
| Pro | $49/mo | 50,000 | |
| Enterprise | $299/mo | 500,000 | Priority |