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# ask-ai
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@ancient-wolf-19325
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I'm here to help with questions related to Flyteโ€”an open-source orchestrator for data and ML pipelines. It looks like your message is empty or not related to Flyte. Could you please provide more details or rephrase your question? Let me know how I can assist you with Flyte! ๐Ÿ‘ 0 button ๐Ÿ‘Ž 0 button ๐Ÿ’ก Hint: Mention @herald in the thread for followups.
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@ancient-wolf-19325 I want to train and build the ml based result to predict resources like cpu, ram etc based on the process
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Flyte supports building ML pipelines that can predict resource requirements (CPU, RAM, etc.) for processes by training models on historical data and using those models to estimate resources for new tasks. You can create a pipeline where you collect process metrics, train a model (e.g., regression), and then use the model to predict resources for future runs, leveraging Flyte's task environments and resource overrides to dynamically allocate resources per prediction or task execution. See Flyte ML workloads migration guide and Flyte resource configuration for concrete examples. Would you like a step-by-step example or code snippet for such a pipeline? Sources: - Flyte ML workloads migration guide - Flyte resource configuration ๐Ÿ‘ 0 button ๐Ÿ‘Ž 0 button ๐Ÿ’ก Hint: Mention @herald in the thread for followups.