| When to Use | Trade-off |
|---|---|
| Convert to dense |
Small models Higher memory use Reduce sparse ops |
| Design phase | May affect model structure |
| Use ParameterServerStrategy |
Large, sparse models More setup complexity |
| Upgrade TF version |
Always recommended Requires compatibility testing |
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