diff --git a/paddle/platform/gpu_info.cc b/paddle/platform/gpu_info.cc
index 4208d83078c903ab035dfa2338f6c43c15f74dd4..d6c6fe34ef41e877eccdd140c15bca6f0f4e5cff 100644
--- a/paddle/platform/gpu_info.cc
+++ b/paddle/platform/gpu_info.cc
@@ -42,8 +42,33 @@ size_t GpuMaxAllocSize() {
 
   GpuMemoryUsage(available, total);
 
+  // Reserve the rest for page tables, etc.
   return total * FLAGS_fraction_of_gpu_memory_to_use;
 }
 
+size_t GpuMinChunkSize() {
+  // Allow to allocate the minimum chunk size is 256 bytes.
+  return 1 << 8;
+}
+
+size_t GpuMaxChunkSize() {
+  // Allow to allocate the maximum chunk size is roughly 3% of CPU memory.
+  size_t total = 0;
+  size_t available = 0;
+
+  GpuMemoryUsage(available, total);
+
+  // Reserving the rest memory for page tables, etc.
+  size_t reserving = (1 - FLAGS_fraction_of_gpu_memory_to_use) * total;
+
+  // If available less than minimum chunk size, no usable memory exists.
+  available = std::max(available, GpuMinChunkSize()) - GpuMinChunkSize();
+
+  // If available less than reserving, no usable memory exists.
+  size_t usable = std::max(available, reserving) - reserving;
+
+  return usable;
+}
+
 }  // namespace platform
 }  // namespace paddle
diff --git a/paddle/platform/gpu_info.h b/paddle/platform/gpu_info.h
index 174f093b435c9e1800dcb4cb215f98b0f06815b7..d7bf0f4093ef3bc93b1957fd29e847164a3fdb6f 100644
--- a/paddle/platform/gpu_info.h
+++ b/paddle/platform/gpu_info.h
@@ -30,6 +30,12 @@ void GpuMemoryUsage(size_t& available, size_t& total);
 //! Get the maximum allocation size of current GPU device.
 size_t GpuMaxAllocSize();
 
+//! Get the minimum chunk size for GPU buddy allocator.
+size_t GpuMinChunkSize();
+
+//! Get the maximum chunk size for GPU buddy allocator.
+size_t GpuMaxChunkSize();
+
 }  // namespace platform
 }  // namespace paddle