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deployment_advise

Analyze deployment readiness, preflight checks, parity, and benchmarks.

Inputs

  • model_path
  • target_profile
  • dataset_path
  • imgsz

Outputs

  • target_profile
  • model_path
  • format
  • model_size_mb
  • compatibility_preflight
  • quantization_recommendation
  • readiness_score
  • parity_check
  • benchmark_results
  • risk_warnings
  • runtime_snippets
  • report_path

Examples

{"model_path":"~/exports/best.onnx","target_profile":"raspberry_pi"}
{"model_path":"~/exports/model.tflite","target_profile":"android_tflite","dataset_path":"~/data"}

Common Errors

  • unknown checkpoint or model path

export_onnx, export_tflite, benchmark_latency, quantize_int8