Abstract: Die-stacked dynamic random access memory (DRAM) caches are increasingly advocated to bridge the performance gap between the on-chip cache and the main memory. To fully realize their potential, it is essential to improve DRAM cache hit rate and lower its cache hit latency. In order to take advantage of the high hit-rate of set-association and the low hit latency of direct-mapping at the same time, we propose a partial direct-mapped die-stacked DRAM cache called P3DC. This design is motivated by a key observation, i.e., applying a unified mapping policy to different types of blocks cannot achieve a high cache hit rate and low hit latency simultaneously. To address this problem, P3DC classifies data blocks into leading blocks and following blocks, and places them at static positions and dynamic positions, respectively, in a unified set-associative structure. We also propose a replacement policy to balance the miss penalty and the temporal locality of different blocks. In addition, P3DC provides a policy to mitigate cache thrashing due to block type variations. Experimental results demonstrate that P3DC can reduce the cache hit latency by 20.5% while achieving a similar cache hit rate compared with typical set-associative caches. P3DC improves the instructions per cycle (IPC) by up to 66% (12% on average) compared with the state-of-the-art direct-mapped cache—BEAR, and by up to 19% (6% on average) compared with the tag-data decoupled set-associative cache—DEC-A8.