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Ray
Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
We've added a memlist decorator to our original function from the memo package. This will allow us to configure a place to relay out stats into. Note that the decorator receives an empty list as input. It's this data list that will receive new data.
I've found it useful in many projects. The main example for me is running benchmarks with scikit-learn. I do a lot of NLP and a lot of my components are not serializable with a python pickle which means that I cannot use the standard GridSearch from scikit-learn. You can even combine it with ray to gather statistics from compute happening in parallel. It also plays very nicely with hiplot if you're interested in visualising your statistics.