Implement cache ops

cacheflow/worker/cache_engine.py

@@ -1,6 +1,7 @@
 from typing import Dict, List, Tuple
 
 import torch
+from cacheflow import ops
 
 KVCache = Tuple[torch.Tensor, torch.Tensor]
 
@@ -92,14 +93,30 @@ class CacheEngine:
             cpu_cache.append((key_blocks, value_blocks))
         return cpu_cache
 
+    def _copy_blocks(
+        self,
+        src: List[KVCache],
+        dst: List[KVCache],
+        src_to_dst: Dict[int, int],
+    ) -> None:
+        with torch.cuda.stream(self.cache_stream):
+            for i in range(self.num_layers):
+                src_key_cache, src_value_cache = src[i]
+                dst_key_cache, dst_value_cache = dst[i]
+                # Copy the key blocks.
+                ops.copy_cache_blocks(
+                    src_key_cache, dst_key_cache, src_to_dst)
+                # Copy the value blocks.
+                ops.copy_cache_blocks(
+                    src_value_cache, dst_value_cache, src_to_dst)
+                event = self.events[i]
+                event.record(stream=self.cache_stream)
+
     def copy(self, src_to_dst: Dict[int, int]) -> None:
-        for event in self.events:
+        self._copy_blocks(self.gpu_cache, self.gpu_cache, src_to_dst)
-            pass
 
     def swap_in(self, src_to_dst: Dict[int, int]) -> None:
-        for event in self.events:
+        self._copy_blocks(self.cpu_cache, self.gpu_cache, src_to_dst)
-            pass
 
     def swap_out(self, src_to_dst: Dict[int, int]) -> None:
-        for event in self.events:
+        self._copy_blocks(self.gpu_cache, self.cpu_cache, src_to_dst)
-            pass

csrc/cache.cpp

@@ -0,0 +1,20 @@
+#include <torch/extension.h>
+
+void copy_blocks(
+  torch::Tensor& src,
+  torch::Tensor& dst,
+  const std::map<int64_t, int64_t>& block_mapping);
+
+void copy_cache_blocks(
+  torch::Tensor& src,
+  torch::Tensor& dst,
+  const std::map<int64_t, int64_t>& block_mapping) {
+  copy_blocks(src, dst, block_mapping);
+}
+
+PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) {
+  m.def(
+    "copy_cache_blocks",
+    &copy_cache_blocks,
+    "Copy the cache blocks from src to dst");
+}

csrc/cache_kernel.cu

@@ -0,0 +1,43 @@
+#include <torch/extension.h>
+
+#include <ATen/cuda/CUDAContext.h>
+
+#include <cassert>
+#include <map>
+
+void copy_blocks(
+  torch::Tensor& src,
+  torch::Tensor& dst,
+  const std::map<int64_t, int64_t>& block_mapping) {
+  torch::Device src_device = src.device();
+  torch::Device dst_device = dst.device();
+  cudaMemcpyKind memcpy_type;
+  if (src_device.is_cuda() && dst_device.is_cuda()) {
+    assert(src_device.index() == dst_device.index());
+    memcpy_type = cudaMemcpyDeviceToDevice;
+  } else if (src_device.is_cuda() && dst_device.is_cpu()) {
+    memcpy_type = cudaMemcpyDeviceToHost;
+  } else if (src_device.is_cpu() && dst_device.is_cuda()) {
+    memcpy_type = cudaMemcpyHostToDevice;
+  } else {
+    assert(false);
+  }
+
+  void *src_ptr = src.data_ptr();
+  void *dst_ptr = dst.data_ptr();
+
+  const int64_t block_size_in_bytes = src.element_size() * src[0].numel();
+  const cudaStream_t stream = at::cuda::getCurrentCUDAStream();
+  for (const auto& pair : block_mapping) {
+    int64_t src_block_number = pair.first;
+    int64_t dst_block_number = pair.second;
+    int64_t src_offset = src_block_number * block_size_in_bytes;
+    int64_t dst_offset = dst_block_number * block_size_in_bytes;
+    cudaMemcpyAsync(
+      dst_ptr + dst_offset,
+      src_ptr + src_offset,
+      block_size_in_bytes,
+      memcpy_type,
+      stream);
+  }
+}

setup.py

@@ -0,0 +1,23 @@
+import setuptools
+from torch.utils import cpp_extension
+
+CXX_FLAGS = ['-g']
+NVCC_FLAGS = ['-O2']
+
+
+ext_modules = []
+
+# Cache operations.
+cache_extension = cpp_extension.CUDAExtension(
+    name='cacheflow.ops',
+    sources=['csrc/cache.cpp', 'csrc/cache_kernel.cu'],
+    extra_compile_args={'cxx': CXX_FLAGS, 'nvcc': NVCC_FLAGS},
+)
+ext_modules.append(cache_extension)
+
+setuptools.setup(
+    name='cacheflow',
+    requires_python='>=3.9',
+    ext_modules=ext_modules,
+    cmdclass={'build_ext': cpp_extension.BuildExtension},
+)