Intelligente Analytik für Massendaten

“Apache Flink” [1] is a stream-processing framework for distributed, high-performing, always-available, and accurate data streaming applications. It originated from the joined research project "Stratosphere" [2], funded by the Deutsche Forschungsgemeinschaft (DFG). After a successful incubator phase, Flink graduated to a top-level project of the Apache Foundation [3] and became one of the most important and promising projects within the Apache Big Data Stack. Flink has a big and lively community, numerous well-known users, such as Zalando, Alibaba, and Netflix, and features it's own annually conference “FlinkForward” [4] taking place in Berlin and San Francisco.

[1] https://flink.apache.org

[2] http://stratosphere.eu/

[3] https://www.apache.org/

[4] https://flink-forward.org/

Emma is a quotation-based Scala DSL that enables holistic optimizations of data flow programs for scalable data analysis on Apache Flink and Spark.

http://emma-language.org

The Myriad Toolkit facilitates the specification of scalable data generation programs with complex statistical constraints via a special XML data generator prototyping language.

The Myriad Toolkit uses advanced PRNG algorithms to implement offset-based access to the elements of the generated domain type sequences within a bounded time. This feature facilitates an efficient data-parallel execution mode. Data generation programs created with the Myriad Toolkit therefore can be scaled-out in a massively parallel manner in order to quickly generate large synthetic datatets with complex statistical dependencies.

https://github.com/TU-Berlin-DIMA/myriad-toolkit

Peel is a framework that helps you to define, execute, analyze, and share experiments for distributed systems and algorithms. A Peel package bundles together the configuration data, datasets, and workload applications required for the execution of a particular collection of experiments. Peel bundles can be largely decoupled from the underlying operational environment and easily migrated and reproduced to new environments.​

http://peel-framework.org/