Tune Model Training in Real Time — Zero Latency, Zero Restarts (Kiponos Python SDK)

Short summary

Kiponos enables real-time hyperparameter tuning during ML training via WebSocket-based in-memory config updates—no restarts or network latency on the hot path. The Python SDK fetches parameters locally and receives delta patches asynchronously, making it production-safe for GPU workloads. Free tier available at kiponos.io.

• •Change hyperparameters (learning_rate, dropout, weight_decay) mid-training without restarts or data loss
• •WebSocket delivers delta updates to in-memory cache; training loop reads locally with zero latency overhead
• •Production-proven: benchmarked on PyTorch GPU workloads with negligible performance impact vs. static config

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