| { |
| "model": { |
| "vision_model": "resnet50", |
| "audio_model": "wav2vec2", |
| "text_model": "bert-base", |
| "fusion_dim": 512, |
| "num_emotions": 7, |
| "num_intents": 5 |
| }, |
| "optimization": { |
| "pruning": { |
| "enabled": true, |
| "type": "structured", |
| "amount": 0.3, |
| "schedule": "linear" |
| }, |
| "quantization": { |
| "enabled": true, |
| "type": "dynamic", |
| "precision": "int8", |
| "calibration_samples": 1000 |
| }, |
| "distillation": { |
| "enabled": false, |
| "teacher_model": "resnet101", |
| "temperature": 2.0, |
| "alpha": 0.5 |
| } |
| }, |
| "deployment": { |
| "target_platforms": ["cpu", "cuda", "mobile", "web"], |
| "batch_sizes": [1, 4, 8, 16], |
| "precision_modes": ["fp32", "fp16", "int8"], |
| "optimization_goals": { |
| "latency": 0.8, |
| "accuracy": 0.9, |
| "model_size": 0.3 |
| } |
| }, |
| "benchmarking": { |
| "input_shapes": [ |
| [1, 3, 224, 224], |
| [4, 3, 224, 224], |
| [8, 3, 224, 224] |
| ], |
| "num_runs": 100, |
| "warmup_runs": 10, |
| "metrics": ["latency", "throughput", "memory", "accuracy"] |
| }, |
| "edge_deployment": { |
| "mobile": { |
| "enabled": true, |
| "framework": "pytorch_mobile", |
| "quantization": "dynamic_int8" |
| }, |
| "web": { |
| "enabled": true, |
| "framework": "onnx", |
| "runtime": "onnx.js", |
| "fallback": "webgl" |
| }, |
| "embedded": { |
| "enabled": false, |
| "framework": "tflite", |
| "optimization": "extreme" |
| } |
| }, |
| "monitoring": { |
| "performance_tracking": true, |
| "accuracy_monitoring": true, |
| "drift_detection": true, |
| "alerts": { |
| "latency_threshold": 100, |
| "accuracy_drop_threshold": 0.05 |
| } |
| } |
| } |
