chore: import upstream snapshot with attribution
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#include <dgl/array.h>
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#include <dgl/immutable_graph.h>
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#include <dgl/zerocopy_serializer.h>
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#include <dmlc/memory_io.h>
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#include <gtest/gtest.h>
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#include <algorithm>
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#include <iostream>
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#include <vector>
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#include "../../src/graph/heterograph.h"
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#include "../../src/graph/unit_graph.h"
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#include "./common.h"
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#ifndef _WIN32
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using namespace dgl;
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using namespace dgl::aten;
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using namespace dmlc;
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// Function to convert an idarray to string
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std::string IdArrayToStr(IdArray arr) {
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arr = arr.CopyTo(DGLContext{kDGLCPU, 0});
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int64_t len = arr->shape[0];
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std::ostringstream oss;
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oss << "(" << len << ")[";
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if (arr->dtype.bits == 32) {
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int32_t *data = static_cast<int32_t *>(arr->data);
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for (int64_t i = 0; i < len; ++i) {
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oss << data[i] << " ";
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}
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} else {
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int64_t *data = static_cast<int64_t *>(arr->data);
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for (int64_t i = 0; i < len; ++i) {
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oss << data[i] << " ";
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}
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}
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oss << "]";
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return oss.str();
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}
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TEST(ZeroCopySerialize, NDArray) {
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auto tensor1 = VecToIdArray<int64_t>({1, 2, 5, 3});
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auto tensor2 = VecToIdArray<int64_t>({6, 6, 5, 7});
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std::string nonzerocopy_blob;
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dmlc::MemoryStringStream ifs(&nonzerocopy_blob);
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static_cast<dmlc::Stream *>(&ifs)->Write(tensor1);
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static_cast<dmlc::Stream *>(&ifs)->Write(tensor2);
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std::string zerocopy_blob;
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StreamWithBuffer zc_write_strm(&zerocopy_blob, true);
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zc_write_strm.Write(tensor1);
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zc_write_strm.Write(tensor2);
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EXPECT_EQ(nonzerocopy_blob.size() - zerocopy_blob.size(), 126)
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<< "Invalid save";
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std::vector<void *> new_ptr_list;
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// Use memcpy to mimic remote machine reconstruction
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for (auto ptr : zc_write_strm.buffer_list()) {
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auto new_ptr = malloc(ptr.size);
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memcpy(new_ptr, ptr.data, ptr.size);
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new_ptr_list.emplace_back(new_ptr);
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}
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NDArray loadtensor1, loadtensor2;
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StreamWithBuffer zc_read_strm(&zerocopy_blob, new_ptr_list);
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zc_read_strm.Read(&loadtensor1);
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zc_read_strm.Read(&loadtensor2);
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}
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TEST(ZeroCopySerialize, ZeroShapeNDArray) {
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auto tensor1 = VecToIdArray<int64_t>({6, 6, 5, 7});
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auto tensor2 = VecToIdArray<int64_t>({});
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auto tensor3 = VecToIdArray<int64_t>({6, 6, 2, 7});
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std::vector<NDArray> ndvec;
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ndvec.push_back(tensor1);
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ndvec.push_back(tensor2);
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ndvec.push_back(tensor3);
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std::string zerocopy_blob;
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StreamWithBuffer zc_write_strm(&zerocopy_blob, true);
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zc_write_strm.Write(ndvec);
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std::vector<void *> new_ptr_list;
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// Use memcpy to mimic remote machine reconstruction
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for (auto ptr : zc_write_strm.buffer_list()) {
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auto new_ptr = malloc(ptr.size);
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memcpy(new_ptr, ptr.data, ptr.size);
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new_ptr_list.emplace_back(new_ptr);
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}
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std::vector<NDArray> ndvec_read;
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StreamWithBuffer zc_read_strm(&zerocopy_blob, new_ptr_list);
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zc_read_strm.Read(&ndvec_read);
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EXPECT_EQ(ndvec_read[1]->ndim, 1);
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EXPECT_EQ(ndvec_read[1]->shape[0], 0);
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}
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TEST(ZeroCopySerialize, SharedMem) {
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auto tensor1 = VecToIdArray<int64_t>({1, 2, 5, 3});
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DGLDataType dtype = {kDGLInt, 64, 1};
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std::vector<int64_t> shape{4};
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DGLContext cpu_ctx = {kDGLCPU, 0};
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auto shared_tensor =
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NDArray::EmptyShared("test", shape, dtype, cpu_ctx, true);
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shared_tensor.CopyFrom(tensor1);
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std::string nonzerocopy_blob;
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dmlc::MemoryStringStream ifs(&nonzerocopy_blob);
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static_cast<dmlc::Stream *>(&ifs)->Write(shared_tensor);
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std::string zerocopy_blob;
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StreamWithBuffer zc_write_strm(&zerocopy_blob, false);
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zc_write_strm.Write(shared_tensor);
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EXPECT_EQ(nonzerocopy_blob.size() - zerocopy_blob.size(), 51)
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<< "Invalid save";
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NDArray loadtensor1;
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StreamWithBuffer zc_read_strm = StreamWithBuffer(&zerocopy_blob, false);
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zc_read_strm.Read(&loadtensor1);
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}
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TEST(ZeroCopySerialize, HeteroGraph) {
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auto src = VecToIdArray<int64_t>({1, 2, 5, 3});
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auto dst = VecToIdArray<int64_t>({1, 6, 2, 6});
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auto mg1 = dgl::UnitGraph::CreateFromCOO(2, 9, 8, src, dst);
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src = VecToIdArray<int64_t>({6, 2, 5, 1, 8});
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dst = VecToIdArray<int64_t>({5, 2, 4, 8, 0});
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auto mg2 = dgl::UnitGraph::CreateFromCOO(1, 9, 9, src, dst);
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std::vector<HeteroGraphPtr> relgraphs;
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relgraphs.push_back(mg1);
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relgraphs.push_back(mg2);
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src = VecToIdArray<int64_t>({0, 0});
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dst = VecToIdArray<int64_t>({1, 0});
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auto meta_gptr = ImmutableGraph::CreateFromCOO(3, src, dst);
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auto hrptr = std::make_shared<HeteroGraph>(meta_gptr, relgraphs);
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std::string nonzerocopy_blob;
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dmlc::MemoryStringStream ifs(&nonzerocopy_blob);
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static_cast<dmlc::Stream *>(&ifs)->Write(hrptr);
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std::string zerocopy_blob;
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StreamWithBuffer zc_write_strm(&zerocopy_blob, true);
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zc_write_strm.Write(hrptr);
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EXPECT_EQ(nonzerocopy_blob.size() - zerocopy_blob.size(), 745)
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<< "Invalid save";
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std::vector<void *> new_ptr_list;
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// Use memcpy to mimic remote machine reconstruction
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for (auto ptr : zc_write_strm.buffer_list()) {
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auto new_ptr = malloc(ptr.size);
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memcpy(new_ptr, ptr.data, ptr.size);
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new_ptr_list.emplace_back(new_ptr);
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}
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auto gptr = dgl::Serializer::make_shared<HeteroGraph>();
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StreamWithBuffer zc_read_strm(&zerocopy_blob, new_ptr_list);
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zc_read_strm.Read(&gptr);
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EXPECT_EQ(gptr->NumVertices(0), 9);
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EXPECT_EQ(gptr->NumVertices(1), 8);
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}
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#endif // _WIN32
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