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| Metric | Manual Distributed Code | | | :--- | :--- | :--- | | Compute Efficiency | Lower, due to suboptimal resource allocation. | Optimized via 1xdxd+1xnxd operation logic. | | Development Speed | Slow; requires deep expertise in network topology. | Rapid , using pre-built neuronx-distributed-inference modules. | | Hardware Utilization | Poor; fails to exploit Trainium/Inferentia specifics. | 100% utilization of AWS Neuron hardware. |
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