🗜️ Model Compression Tool
Reduce model size through quantization, pruning, and knowledge distillation
Compression Results
Original Size:
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Compressed Size:
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Size Reduction:
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Accuracy Impact:
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Inference Speed:
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⚡ Inference Latency Estimator
Predict inference time based on model architecture and hardware
Latency Estimation
Average Latency:
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P50 Latency:
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P95 Latency:
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P99 Latency:
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Throughput:
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🔋 Power Consumption Calculator
Estimate battery impact and energy efficiency
Power Analysis
Energy per Inference:
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Daily Energy Usage:
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Battery Impact:
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Operating Days:
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Efficiency Rating:
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📱 Device Compatibility Checker
Check if your model can run on target devices
🚀 Edge Deployment Simulator
Simulate edge deployment lifecycle and monitor performance
Deployment Metrics
Deployment Progress:
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Devices Deployed:
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Average Deploy Time:
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Total Bandwidth Used:
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Success Rate:
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