5g network edge and core service dimensioning

A compute node, comprising:

• processing circuitry;
• and
• a memory device including instructions embodied thereon, wherein the instructions, which when executed by the processing circuitry, configure the processing circuitry to perform operations to:
• analyze execution of an application to obtain operational data;
• modularize functions of the application based on the operational data to construct modularized functions;
• and
• construct a phase transition graph using a machine-learning based analysis, the phase transition graph representing state transitions from one modularized function to another modularized function, wherein the phase transition graph is used to dimension the application by distributing the modularized functions across a network.

At least one machine-readable storage medium comprising instructions stored thereupon, which when executed by processing circuitry of a computing system, cause the processing circuitry to perform operations comprising:

• analyzing execution of an application to obtain operational data;
• modularizing functions of the application based on the operational data to construct modularized functions;
• and
• constructing a phase transition graph using a machine-learning based analysis, the phase transition graph representing state transitions from one modularized function to another modularized function, wherein the phase transition graph is used to dimension the application by distributing the modularized functions across a network.

A method comprising:

• analyzing execution of an application to obtain operational data;
• modularizing functions of the application based on the operational data to construct modularized functions;
• and
• constructing a phase transition graph using a machine-learning based analysis, the phase transition graph representing state transitions from one modularized function to another modularized function, wherein the phase transition graph is used to dimension the application by distributing the modularized functions across a network.