Methods and apparatus are described by which data is compressed using semi-dynamic Huffman code generation. Embodiments generate symbol statistics over a portion of data. The symbol statistics are expanded to include all possible literals that could appear within the data. Any literal or reference added to the statistics may be given a frequency of one. The statistics are used to generate a semi-dynamic Huffman code. The entire data is then compressed using the semi-dynamic Huffman code.