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We introduce DRAGON, an open-source, fast and explainable hardware simulationand optimization toolchain that enables hardware architects to simulatehardware designs, and to optimize hardware designs to efficiently executeworkloads.  The DRAGON toolchain provides the following tools: Hardware Model Generator(DGen), Hardware Simulator (DSim) and Hardware Optimizer (DOpt).  DSim provides the simulation of running algorithms (represented as data-flowgraphs) on hardware described. DGen describes the hardware in detail, with userinput architectures/technology (represented in a custom description language).A novel methodology of gradient descent from the simulation allows us optimizethe hardware model (giving the directions for improvements in technologyparameters and design parameters), provided by Dopt.  DRAGON framework (DSim) is much faster than previously avaible works forsimulation, which is possible through performance-first code writing practices,mathematical formulas for common computing operations to avoid cycle-accuratesimulation steps, efficient algorithms for mapping, and data-structurerepresentations for hardware state. DRAGON framework (Dopt) generatesperformance optimized architectures for both AI and Non-AI Workloads, andprovides technology improvement directions for 100x-1000x better futurecomputing systems.

DRAGON (Differentiable Graph Execution) : A suite of Hardware Simulation and Optimization tools for Modern AI/Non-AI Workloads