Abstract: A platform that provides a way to automatically compose and execute even complex workflows without writing code is described. A set of pre-built functional building blocks can be provided. The building blocks perform data transformation and machine learning functions. The functional blocks have well known plug types. The building blocks can be composed build complex compositions. Input and output files are converted to a standard data type so that modules are pluggable.

Abstract: A platform that provides a way to automatically compose and execute even complex workflows without writing code is described. A set of pre-built functional building blocks can be provided. The building blocks perform data transformation and machine learning functions. The functional blocks have well known plug types. The building blocks can be composed build complex compositions. Input and output files are converted to a standard data type so that modules are pluggable.

Abstract: A platform that provides a way to automatically compose and execute even complex workflows without writing code is described. A set of pre-built functional building blocks can be provided. The building blocks perform data transformation and machine learning functions. The functional blocks have well known plug types. The building blocks can be composed build complex compositions. Input and output files are converted to a standard data type so that modules are pluggable.

Abstract: A platform that provides a way to automatically compose and execute even complex workflows without writing code is described. A set of pre-built functional building blocks can be provided. The building blocks perform data transformation and machine learning functions. The functional blocks have well known plug types. The building blocks can be composed build complex compositions. Input and output files are converted to a standard data type so that modules are pluggable.

Abstract: A serial testing infrastructure includes the capability to execute a distributed test on multiple virtual processors. A test executable may be stored in a library and the test description, including the name of the test, the test library, and other test characteristics, may be stored in a separate test data file. The serial testing infrastructure initiates multiple distributed test executors that each launch an instance of the distributed test as a process that runs concurrently with other instances of the distributed test. Each distributed test executor monitors execution of it corresponding process until completion or timeout.

Abstract: A serial testing infrastructure includes the capability to execute a distributed test on multiple virtual processors. A test executable may be stored in a library and the test description, including the name of the test, the test library, and other test characteristics, may be stored in a separate test data file. The serial testing infrastructure initiates multiple distributed test executors that each launch an instance of the distributed test as a process that runs concurrently with other instances of the distributed test. Each distributed test executor monitors execution of it corresponding process until completion or timeout.

Abstract: A system is provided that can include storage logic to store a data structure that includes an identifier. The storage logic may also store an object associated with the identifier, where the identifier may include a value, unit information, or a context. The storage logic may further store a result. The system may include processing logic to process an expression to determine whether the identifier is compatible with the expression, the determining performed using the value, the unit information, or the context. The processing logic may insert the identifier into the expression when the identifier is compatible with the expression, the inserting based on a user action. The processing logic may execute the expression on behalf of a life sciences model, may generate the result based on the executing, and may provide the result to the storage logic.