A method for transcoding a video file bit stream in parallel at a sub picture latency and faster than real time rate includes writing to a memory a processed raw pixel data stream. The processed raw pixel data stream is expressed as a sequence of pictures. Each picture is divided into a first sub picture partition and a second sub picture partition. A first encoder encodes each first sub picture partition, the first encoder being communicatively coupled to the memory. A second encoder encodes each second sub picture partition, the second encoder being communicatively coupled to the memory.