The easy availability of extreme computing power on the personal computer is drastically changing the way number crunching is done. Today a myriad of parallel computing techniques on multi-core processors and novel architectures like the GPUs and FPGAs have brought in a revolution in the high performance computing. This workshop is intended to address the issues faced by a generic user in handling the enormous computing power available.