Systems and methods for dynamic server control based on estimated script complexity

A computer system for coordinated control of a plurality of servers, the computer system comprising:

• at least one memory, wherein the memory stores instructions and a runtime database including a set of salient patterns of scripts and respective runtimes for each salient pattern of the set of salient patterns of scripts;
• and
• at least one processor configured to execute the instructions and cause the computer system to perform, in response to receiving a script from a user device,
• identifying salient patterns within the script,
• determining an estimated runtime of the script based on the identified salient patterns using a machine learning algorithm, the machine learning algorithm being trained using the set of salient patterns and the respective runtimes of the runtime database, the determining the estimated runtime of the script including,
• identifying stored salient patterns in the runtime database corresponding to the identified salient patterns,
• extracting the respective runtimes of each of the identified stored salient patterns from the runtime database, and
• aggregating the respective runtimes of each of the identified stored salient patterns to determine the estimated runtime of the script,
• outputting the estimated runtime of the script on a display of the user device by outputting a color corresponding to the estimated runtime of the script,
• categorizing the script as a first type in response to the estimated runtime being less than or equal to a threshold time and categorizing the script as a second type in response to the estimated runtime being greater than the threshold time,
• transmitting the script to a first queue of a first server of the plurality of servers in response to the script being categorized as the first type and transmitting the script to a second queue of a second server of the plurality of servers in response to the script being categorized as the second type, the first queue including scripts having estimated runtimes less than or equal to the threshold time and the second queue including scripts having estimated runtimes greater than the threshold time,
• in response to the script reaching a front of the first queue or the second queue, executing the script on the first server or the second server of the plurality of servers that corresponds to the first queue or the second queue, and
• in response to the script being executed, outputting a result of the execution of the script on the display of the user device.