Core concept
Uses Neuron SDK (compiler + runtime). Model must be Neuron-compatible or converted. Pytorch + JAX supported.
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How it works
Not all models supported. Compiler quirks. Community smaller than CUDA. Debugging harder.
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Trade-offs + gotchas
Cost-conscious foundation model training. Anthropic uses Trainium extensively. AWS-committed orgs.