| { | |
| "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 | |
| } | |
| } | |
| } |